# DataRobot docs > Site-wide overview for LLM context windows. > Official documentation for the DataRobot AI platform. > Generated: 2026-04-24T16:03:55.636325+00:00 > Locale: en > Pages: 1449 ## Bundled exports - [llms-full.md](https://docs.datarobot.com/llms-full.md): Full documentation in one Markdown file (RAG and deep context). - [docs-llm.zip](https://docs.datarobot.com/docs-llm.zip): One Markdown file per page (ZIP archive). ## Pages - [Environment and commands reference](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html): Environment variables, files and directories, and slash commands for DataRobot Agent Assist. - [Environment and commands reference](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#environment-and-commands-reference): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#environment-variables): In-page section heading. - [Files and directories](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#files-and-directories): In-page section heading. - [Slash commands](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#slash-commands): In-page section heading. - [Agent Assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/index.html): Agent Assist (dr-assist) is an interactive AI assistant that helps users design, code, and deploy AI agents through natural conversation. - [Agent Assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/index.html#agent-assist): In-page section heading. - [Prerequisites and installation](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html): System requirements, required tools and versions, and how to install and run DataRobot Agent Assist (plugin or standalone). - [Prerequisites and installation](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#prerequisites-and-installation): In-page section heading. - [System requirements](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#system-requirements): In-page section heading. - [Prerequisite tools](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#prerequisite-tools): In-page section heading. - [Install and run DataRobot Agent Assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#install-and-run-agent-assist): In-page section heading. - [Set configuration variables](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#set-configuration-variables): In-page section heading. - [Startup behavior](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#startup-behavior): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html): Plugin not discovered, dependency check failed, authentication errors, and related fixes. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#troubleshooting): In-page section heading. - [Plugin not discovered](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#plugin-not-discovered): In-page section heading. - [Dependency check failed](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#dependency-check-failed): In-page section heading. - [Authentication / API key errors](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#authentication-api-key-errors): In-page section heading. - [Template bootstrap failures](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#template-bootstrap-failures): In-page section heading. - [LLM API errors](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#llm-api-errors): In-page section heading. - [Session interruption](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#session-interruption): In-page section heading. - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#getting-help): In-page section heading. - [Workflows and prompting](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html): Welcome screen, slash commands, Design / Code / Deploy workflows, and prompting tips. - [Workflows and prompting](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html#workflows-and-prompting): In-page section heading. - [Start Agent Assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html#start-agent-assist): In-page section heading. - [Interact with the DataRobot CLI](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html#interact-with-the-datarobot-cli): In-page section heading. - [Prompting considerations](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html#prompting-considerations): In-page section heading. - [Configure evaluation and moderation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-configure-evaluation-moderation.html): How to configure evaluation and moderation guardrails for a custom text generation model and agentic workflows in the workshop. - [Configure evaluation and moderation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-configure-evaluation-moderation.html#configure-evaluation-and-moderation): In-page section heading. - [Select evaluation and moderation guardrails](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-configure-evaluation-moderation.html#select-evaluation-and-moderation-guardrails): In-page section heading. - [View evaluation and moderation guardrails](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-configure-evaluation-moderation.html#view-evaluation-and-moderation-guardrails): In-page section heading. - [Deploy workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-deploy.html): After an agentic workflow is registered and ready for deployment, you can deploy it to Console and configure deployment settings for monitoring and tracing. - [Deploy workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-deploy.html#deploy-workflows): In-page section heading. - [Register workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html): After you've connected an agentic workflow custom model to an agentic playground, compared and tested the workflow, and made any required modifications to the workflow, you can register the product... - [Register workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#register-workflows): In-page section heading. - [Register from an agentic playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#register-from-an-agentic-playground): In-page section heading. - [Register from Workshop](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#register-from-workshop): In-page section heading. - [Register from the Models page](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#register-from-the-registry-models-page): In-page section heading. - [Custom agentic workflow build troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#custom-agentic-workflow-build-troubleshooting): In-page section heading. - [Deploy](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/index.html): Register and deploy agentic workflows, and configure evaluation and moderation guardrails. - [Deploy](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/index.html#deploy): In-page section heading. - [Agent authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html): Learn how to implement authentication in DataRobot Agent Templates, covering API tokens, authorization context, OAuth 2.0, and security best practices. - [Agent authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#agent-authentication): In-page section heading. - [Authentication methods](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#authentication-methods): In-page section heading. - [API token authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#api-token-authentication): In-page section heading. - [Authorization context](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#authorization-context): In-page section heading. - [OAuth 2.0 authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#oauth-2-0-authentication): In-page section heading. - [Security best practices](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#security-best-practices): In-page section heading. - [Troubleshooting authentication issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#troubleshooting-authentication-issues): In-page section heading. - [Debugging agents (PyCharm)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html): Use PyCharm's built-in Run Agent configuration to debug agent code locally during development. - [Debugging agents in PyCharm](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#debug-agents-in-pycharm): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#prerequisites): In-page section heading. - [Configure Python interpreter](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#configure-python-interpreter): In-page section heading. - [Use the Run Agent configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#use-run-agent-configuration): In-page section heading. - [Trigger agent execution from the CLI](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#trigger-agent-execution): In-page section heading. - [Debug with breakpoints](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#debug-with-breakpoints): In-page section heading. - [Use debug features](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#use-debug-features): In-page section heading. - [Common issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#common-issues): In-page section heading. - [Debugging agents (VS Code)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html): Use VS Code's Run and Debug experience to execute dev.py and inspect agent code locally. - [Debugging agents in VS Code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#debug-agents-in-vscode): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#prerequisites): In-page section heading. - [Configure Python interpreter](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#configure-python-interpreter): In-page section heading. - [Configure the Run Agent launch configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#configure-run-agent-launch): In-page section heading. - [Run the development server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#run-development-server): In-page section heading. - [Trigger agent execution from the CLI](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#trigger-agent-execution): In-page section heading. - [Debug with breakpoints](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#debug-with-breakpoints): In-page section heading. - [Use VS Code debug tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#use-debug-tools): In-page section heading. - [Common issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#common-issues): In-page section heading. - [Customize agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html): Learn how to modify agent code, test locally, and deploy agentic workflows for production use. - [Customize agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#customize-agents): In-page section heading. - [Modify the agent code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#modify-the-agent-code): In-page section heading. - [Modify agent prompts](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#modify-agent-prompts): In-page section heading. - [Enable streaming responses](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#enable-streaming-responses): In-page section heading. - [Testing the agent during local development](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#testing-the-agent-during-local-development): In-page section heading. - [Build an agent for testing in the DataRobot LLM Playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#build-an-agent-for-testing-in-the-datarobot-llm-playground): In-page section heading. - [Deploy an agent for production use](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#deploy-an-agent-for-production-use): In-page section heading. - [Make predictions with a deployed agentic workflow](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#make-predictions-with-a-deployed-agentic-workflow): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#next-steps): In-page section heading. - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-install.html): Install required components for agentic workflow development. - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-install.html#installation): In-page section heading. - [System requirements](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-install.html#system-requirements): In-page section heading. - [Install prerequisite tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-install.html#install-prerequisite-tools): In-page section heading. - [Configure LLM providers with metadata](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html): Learn how to configure different LLM providers for your agentic workflows including DataRobot LLM gateway, external APIs, and custom deployments. - [Configure LLM providers with metadata](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#configuring-llm-providers-with-metadata): In-page section heading. - [Infrastructure-level LLM configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#infrastructure-level-llm-configuration): In-page section heading. - [LLM configuration options](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#llm-configuration-options): In-page section heading. - [Deploy configuration changes](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#deploy-configuration-changes): In-page section heading. - [Advanced LLM configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#advanced-llm-configuration): In-page section heading. - [Configure LLM providers in code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html): Learn how to configure different LLM providers for your agentic workflows including DataRobot Gateway, external APIs, and custom deployments. - [Configure LLM providers in code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#configure-llm-providers-in-code): In-page section heading. - [DataRobot LLM gateway](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#datarobot-llm-gateway): In-page section heading. - [DataRobot hosted LLM deployments](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#datarobot-hosted-llm-deployments): In-page section heading. - [DataRobot NIM deployments](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#datarobot-nim-deployments): In-page section heading. - [OpenAI API configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#openai-api-configuration): In-page section heading. - [Anthropic API configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#anthropic-api-configuration): In-page section heading. - [Gemini API configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#gemini-api-configuration): In-page section heading. - [Connect to other providers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#connect-to-other-providers): In-page section heading. - [Agent components](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html): This overview details the components required to create an agent using DataRobot's agent framework. - [Agent components](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#agent-components): In-page section heading. - [Agent file structure](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#agent-file-structure): In-page section heading. - [Functions and hooks (custom.py)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#functions-and-hooks-custom-py): In-page section heading. - [Agent class implementation (myagent.py)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#agent-class-implementation-myagent-py): In-page section heading. - [Tool integration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#tool-integration): In-page section heading. - [Add Python packages](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html): Add required Python packages to agentic workflows using pyproject.toml dependency management. - [Add Python packages](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html#add-python-packages): In-page section heading. - [Add packages to your agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html#add-packages-to-your-agent): In-page section heading. - [Agent-specific considerations](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html#agent-specific-considerations): In-page section heading. - [Add runtime dependencies (Fast iteration)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html#add-runtime-dependencies-fast-iteration): In-page section heading. - [Quickstart](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-quickstart.html): Learn how to build, deploy, and test agentic workflows using DataRobot's pre-built templates for popular AI agent frameworks. - [Quickstart](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-quickstart.html#quickstart): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-quickstart.html#prerequisites): In-page section heading. - [Get started](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-quickstart.html#get-started): In-page section heading. - [Run your agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-quickstart.html#run-your-agent): In-page section heading. - [Develop your agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-quickstart.html#develop-your-agent): In-page section heading. - [Deploy your agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-quickstart.html#deploy-your-agent): In-page section heading. - [Access request headers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html): Learn how to access HTTP request headers in your deployed agents for authentication, tracking, and custom metadata. - [Access request headers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#access-request-headers): In-page section heading. - [ExtractingX-Untrusted-*headers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#extracting-x-untrusted-headers): In-page section heading. - [Common use cases](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#common-use-cases-for-headers): In-page section heading. - [Important considerations](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#header-considerations): In-page section heading. - [Log request headers for debugging](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#log-request-headers-for-debugging): In-page section heading. - [DataRobot agentic skills](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html): Learn how to use DataRobot agentic skills to enhance your AI agent's capabilities. - [DataRobot agentic skills](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#datarobot-agentic-skills): In-page section heading. - [Quick start](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#quick-start): In-page section heading. - [Skills](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#skills): In-page section heading. - [Using skills in your coding agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#using-skills-in-your-coding-agent): In-page section heading. - [Additional references](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#additional-references): In-page section heading. - [Add tools to agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html): Learn how to add local tools, predefined tools, and DataRobot global tools to your agentic workflows. - [Add tools to agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#add-tools-to-agents): In-page section heading. - [Call tools from an agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#call-tools-from-an-agent): In-page section heading. - [Use predefined tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#use-predefined-tools): In-page section heading. - [Integrate DataRobot deployed tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#integrate-datarobot-deployed-tools): In-page section heading. - [Framework-specific documentation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#framework-specific-documentation): In-page section heading. - [Agentic tool considerations](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#agentic-tool-considerations): In-page section heading. - [Deploy agentic tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools.html): Deploy tools to handle tasks critical to the agent workflow. - [Deploy agentic tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools.html#deploy-agentic-tools): In-page section heading. - [Global agentic tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools.html#global-agentic-tools): In-page section heading. - [Implement tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html): Learn how to add OpenTelemetry tracing and custom span instrumentation to your agent tools for monitoring, debugging, and observability. - [Implement tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#implement-tracing): In-page section heading. - [Add custom tracing to tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#add-custom-tracing-to-tools): In-page section heading. - [Create nested spans](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#create-nested-spans): In-page section heading. - [Add custom tracing to agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#trace-agent-configuration): In-page section heading. - [Map spans and attributes to the tracing table](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#map-spans-and-attributes-to-the-tracing-table): In-page section heading. - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#best-practices): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html): Troubleshoot common issues when working with DataRobot Agent Templates. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#troubleshooting): In-page section heading. - [Prerequisites and setup issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#prerequisites-and-setup-issues): In-page section heading. - [Environment configuration issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#environment-configuration-issues): In-page section heading. - [Authentication issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#authentication-issues): In-page section heading. - [Deployment issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#deployment-issues): In-page section heading. - [CLI and testing issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#cli-and-testing-issues): In-page section heading. - [Infrastructure issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#infrastructure-issues): In-page section heading. - [LLM gateway issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#llm-gateway-issues): In-page section heading. - [Accessing request headers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#accessing-request-headers): In-page section heading. - [Debugging tips](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#debugging-tips): In-page section heading. - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#getting-help): In-page section heading. - [Build](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/index.html): Build agentic workflows with DataRobot using existing templates or by modifying those templates to suit your specific use case. - [Build](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/index.html#build): In-page section heading. - [Chat with agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html): Describes working with single-agent chats in the playground. - [Chat with agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#chat-with-agents): In-page section heading. - [Single- vs multi-agent chats](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#single-vs-multi-agent-chats): In-page section heading. - [Entering and sending prompts](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#entering-and-sending-prompts): In-page section heading. - [Agent actions](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#agent-actions): In-page section heading. - [Single-agent tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#single-agent-tracing): In-page section heading. - [Response feedback](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#response-feedback): In-page section heading. - [Evaluate metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-evaluation-tools.html): Configure evaluation metrics, add evaluation datasets, and review tracing for agentic workflows in a playground. - [Evaluate metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-evaluation-tools.html#evaluate-metrics): In-page section heading. - [Configure evaluation metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-evaluation-tools.html#configure-evaluation-metrics): In-page section heading. - [Add aggregated metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-evaluation-tools.html#add-aggregated-metrics): In-page section heading. - [Connect to a playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html): The agentic playground, an asset of a Use Case, is the space for connecting and interacting with agentic workflows. - [Connect to a playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#connect-to-a-playground): In-page section heading. - [Add an agentic playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#add-an-agentic-playground): In-page section heading. - [Navigate the playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#navigate-the-playground): In-page section heading. - [Connect an agentic workflow](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#connect-an-agentic-workflow): In-page section heading. - [Manage connected agentic workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#manage-connected-agentic-workflows): In-page section heading. - [Review tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-tracing.html): Review tracing for agentic workflows in a playground. - [Review tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-tracing.html#review-tracing): In-page section heading. - [Build workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-workflow-build.html): After you've connected an agentic workflow custom model to an agentic playground, as you compare and test the workflow, you can modify the agentic workflow's code in a codespace or in Workshop. - [Build workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-workflow-build.html#build-workflows): In-page section heading. - [Agentic workflow components](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-workflow-build.html#agentic-workflow-components): In-page section heading. - [Modify an agentic workflow](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-workflow-build.html#modify-an-agentic-workflow): In-page section heading. - [Evaluate](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/index.html): Chat with a workflow, compare flows, and implement evaluation metrics. - [Evaluate](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/index.html#evaluate): In-page section heading. - [Connect agentic coding environments to MCP servers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html): Configure Cursor, Claude Desktop, and VS Code to use your DataRobot MCP server for tools and resources in agentic coding workflows. - [Connect agentic coding environments to MCP servers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#connect-mcp-clients): In-page section heading. - [Using the DataRobot Global MCP](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#using-the-datarobot-global-mcp): In-page section heading. - [Using a standalone MCP server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#using-a-standalone-mcp-server): In-page section heading. - [Apply and verify](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#apply-and-verify): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#troubleshooting): In-page section heading. - [Additional resources](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#additional-resources): In-page section heading. - [Integrate tools using an MCP server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html): Learn how to integrate tools into your agentic workflows using the Model Context Protocol (MCP) server instead of direct tool deployments. - [Integrate tools using an MCP server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#integrate-tools-using-an-mcp-server): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#overview): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#prerequisites): In-page section heading. - [MCP server deployment](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#mcp-server-deployment): In-page section heading. - [Configure MCP server connection](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#configure-mcp-server-connection): In-page section heading. - [Use MCP tools in agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#use-mcp-tools-in-agents): In-page section heading. - [Create custom MCP tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#create-custom-mcp-tools): In-page section heading. - [Comparison: MCP vs. ToolClient](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#comparison-mcp-vs-toolclient): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#troubleshooting): In-page section heading. - [Additional resources](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#additional-resources): In-page section heading. - [MCP](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/index.html): Integrate tools using MCP servers and connect agentic coding environments to MCP. - [MCP](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/index.html#mcp): In-page section heading. - [Custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html): Create and monitor custom metrics and guard metrics for generative and agentic deployments. - [Custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#agent-custom-metrics): In-page section heading. - [Add custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#add-custom-metrics): In-page section heading. - [Upload data to custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#upload-data-to-custom-metrics): In-page section heading. - [Manage custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#manage-custom-metrics): In-page section heading. - [Configure the custom metric dashboard display settings](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#configure-the-custom-metric-dashboard-display-settings): In-page section heading. - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#explore-deployment-data-tracing): In-page section heading. - [Data exploration and tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html): Export deployment data, explore traces, and review data quality for generative and agentic deployments. - [Data exploration and tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#agent-data-exploration): In-page section heading. - [Configure data exploration range](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#configure-data-exploration-range): In-page section heading. - [Export deployment data](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#export-deployment-data): In-page section heading. - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#explore-deployment-data-tracing): In-page section heading. - [Explore deployment data quality](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#explore-deployment-data-quality): In-page section heading. - [Moderation events](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-moderation.html): Review evaluation and moderation events for guarded LLM and agentic deployments. - [Moderation events](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-moderation.html#agent-moderation): In-page section heading. - [OpenTelemetry logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-logs.html): View OpenTelemetry log events for deployments. - [OpenTelemetry logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-logs.html#agent-otel-logs): In-page section heading. - [Export OTel logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-logs.html#export-otel-logs): In-page section heading. - [OpenTelemetry metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-metrics.html): Visualize OpenTelemetry metrics alongside DataRobot native metrics. - [OpenTelemetry metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-metrics.html#agent-otel-metrics): In-page section heading. - [Select OTel metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-metrics.html#select-otel-metrics): In-page section heading. - [Edit OTel metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-metrics.html#edit-otel-metrics): In-page section heading. - [Deployment overview](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html): Review deployment details, lineage, tags, runtime parameters, and evaluation and moderation when guardrails are configured. - [Deployment overview](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#agent-overview): In-page section heading. - [Details](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#details): In-page section heading. - [Lineage](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#lineage): In-page section heading. - [Evaluation and moderation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#evaluation-and-moderation): In-page section heading. - [Tags](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#tags): In-page section heading. - [Runtime parameters](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#runtime-parameters): In-page section heading. - [Setup checklist and approval](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#setup-checklist-and-approval): In-page section heading. - [Prediction API snippets](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-pred-api-snippets.html): Use Prediction API snippets for real-time scoring and chat completions from generative custom model deployments. - [Prediction API snippets](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-pred-api-snippets.html#agent-pred-api-snippets): In-page section heading. - [Deployment reports](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-reports.html): Generate on-demand or scheduled deployment reports in Console. - [Deployment reports](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-reports.html#agent-reports): In-page section heading. - [Generate a deployment report](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-reports.html#generate-a-deployment-report): In-page section heading. - [Schedule deployment reports](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-reports.html#schedule-deployment-reports): In-page section heading. - [Resource monitoring](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html): Monitor CPU, memory, and replica utilization for serverless custom model deployments. - [Resource monitoring](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#agent-resource-monitoring): In-page section heading. - [Resource utilization summary tiles](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#resource-utilization-summary-tiles): In-page section heading. - [Resource utilization charts](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#resource-utilization-charts): In-page section heading. - [Filter by compute instance](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#filtering-by-compute-instance): In-page section heading. - [Understanding resource utilization metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#understanding-resource-utilization-metrics): In-page section heading. - [Standard output logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-runtime-logs.html): View runtime logs from the custom model container for debugging. - [Standard output logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-runtime-logs.html#agent-runtime-logs): In-page section heading. - [Deployment service health](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html): Track latency, throughput, and error rate for generative and agentic custom model deployments. - [Deployment service health](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html#agent-service-health): In-page section heading. - [Understand metric tiles and chart](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html#understand-metric-tiles-and-chart): In-page section heading. - [Service health status indicators](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html#service-health-status-indicators): In-page section heading. - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html#explore-deployment-data-tracing): In-page section heading. - [Deployment usage](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-usage.html): Monitor quota usage, tokens, and rate limits for agentic workflow and related serverless deployments. - [Deployment usage](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-usage.html#agent-usage): In-page section heading. - [Quota usage monitoring](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-usage.html#quota-usage-monitoring): In-page section heading. - [Monitor](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/index.html): Monitor an agentic artifact deployment's performance and behavior. - [Monitor](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/index.html#monitor): In-page section heading. - [Authentication management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html): Manage authentication with DataRobot. - [Authentication management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#authentication-management): In-page section heading. - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#synopsis): In-page section heading. - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#description): In-page section heading. - [Commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#commands): In-page section heading. - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#global-flags): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#examples): In-page section heading. - [Authentication flow](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#authentication-flow): In-page section heading. - [Configuration file](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#configuration-file): In-page section heading. - [Security best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#security-best-practices): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#environment-variables): In-page section heading. - [Common issues](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#common-issues): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#see-also): In-page section heading. - [Shell completion](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html): Generate shell completion scripts for command auto-completion. - [Shell completion](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#shell-completion): In-page section heading. - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#synopsis): In-page section heading. - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#description): In-page section heading. - [Supported shells](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#supported-shells): In-page section heading. - [Usage](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#usage): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#examples): In-page section heading. - [Completion behavior](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#completion-behavior): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#troubleshooting): In-page section heading. - [Completion features](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#completion-features): In-page section heading. - [Advanced configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#advanced-configuration): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#see-also): In-page section heading. - [dotenv command](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html): Manage environment variables and .env files in DataRobot templates. - [dotenv command](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#dotenv-command): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#overview): In-page section heading. - [Commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#commands): In-page section heading. - [File structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#file-structure): In-page section heading. - [Interactive configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#interactive-configuration): In-page section heading. - [Common workflows](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#common-workflows): In-page section heading. - [Configuration discovery](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#configuration-discovery): In-page section heading. - [Security](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#security): In-page section heading. - [Error handling](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#error-handling): In-page section heading. - [Exit codes](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#exit-codes): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#examples): In-page section heading. - [Integration with other commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#integration-with-other-commands): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#see-also): In-page section heading. - [Command reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html): Complete reference documentation for all DataRobot CLI commands. - [Command reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#command-reference): In-page section heading. - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#global-flags): In-page section heading. - [Choosing commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#choosing-commands): In-page section heading. - [Commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#commands): In-page section heading. - [Quick examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#quick-examples): In-page section heading. - [Command details](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#command-details): In-page section heading. - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#getting-help): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#environment-variables): In-page section heading. - [Exit codes](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#exit-codes): In-page section heading. - [dr run](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html): Execute tasks defined in application templates. - [dr run](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#dr-run): In-page section heading. - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#synopsis): In-page section heading. - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#description): In-page section heading. - [Template requirements](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#template-requirements): In-page section heading. - [Options](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#options): In-page section heading. - [Global options](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#global-options): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#examples): In-page section heading. - [Task discovery](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#task-discovery): In-page section heading. - [Error handling](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#error-handling): In-page section heading. - [Task definitions](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#task-definitions): In-page section heading. - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#best-practices): In-page section heading. - [Integration with other commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#integration-with-other-commands): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#troubleshooting): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#see-also): In-page section heading. - [CLI utility commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html): Commands for managing and configuring the DataRobot CLI itself. - [CLI utility commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#cli-utility-commands): In-page section heading. - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#synopsis): In-page section heading. - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#description): In-page section heading. - [Subcommands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#subcommands): In-page section heading. - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#global-flags): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#examples): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#see-also): In-page section heading. - [dr start](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html): Run the application quickstart process for the current template. - [dr start](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#dr-start): In-page section heading. - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#synopsis): In-page section heading. - [Aliases](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#aliases): In-page section heading. - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#description): In-page section heading. - [Flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#flags): In-page section heading. - [Quickstart scripts](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#quickstart-scripts): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#examples): In-page section heading. - [Behavior](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#behavior): In-page section heading. - [Error handling](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#error-handling): In-page section heading. - [When to usedr start](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#when-to-use-dr-start): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#see-also): In-page section heading. - [Tips](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#tips): In-page section heading. - [dr task](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html): Manage Taskfile composition and task execution for DataRobot templates. - [dr task](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#dr-task): In-page section heading. - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#synopsis): In-page section heading. - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#description): In-page section heading. - [Subcommands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#subcommands): In-page section heading. - [dr task compose](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#dr-task-compose): In-page section heading. - [dr task list](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#dr-task-list): In-page section heading. - [dr task run](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#dr-task-run): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#see-also): In-page section heading. - [Template management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html): List, clone, set up, and check status of DataRobot application templates. - [Template management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#template-management): In-page section heading. - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#synopsis): In-page section heading. - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#description): In-page section heading. - [Subcommands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#subcommands): In-page section heading. - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#global-flags): In-page section heading. - [Choosing templates vs. setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#choosing-templates-vs-setup): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#see-also): In-page section heading. - [Configuration files](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html): Understanding DataRobot CLI configuration files and settings. - [Configuration files](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-files): In-page section heading. - [Configuration location](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-location): In-page section heading. - [Configuration structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-structure): In-page section heading. - [Configuration options](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-options): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#environment-variables): In-page section heading. - [Configuration priority](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-priority): In-page section heading. - [Security best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#security-best-practices): In-page section heading. - [Advanced configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#advanced-configuration): In-page section heading. - [Configuration examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-examples): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#troubleshooting): In-page section heading. - [State tracking](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#state-tracking): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#see-also): In-page section heading. - [Authentication flow](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html): Reusable authentication mechanism for DataRobot CLI commands. - [Authentication flow](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#authentication-flow): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#overview): In-page section heading. - [Using authentication in commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#using-authentication-in-commands): In-page section heading. - [Skipping authentication](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#skipping-authentication): In-page section heading. - [Manual login](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#manual-login): In-page section heading. - [Development guide](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html): Building, testing, and developing the DataRobot CLI. - [Development guide](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#development-guide): In-page section heading. - [Table of contents](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#table-of-contents): In-page section heading. - [Building from source](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#building-from-source): In-page section heading. - [Project architecture](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#project-architecture): In-page section heading. - [Coding standards](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#coding-standards): In-page section heading. - [Development workflow](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#development-workflow): In-page section heading. - [Testing](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#testing): In-page section heading. - [Debugging](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#debugging): In-page section heading. - [Release process](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html): How to create and publish releases of the DataRobot CLI. - [Release process](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#release-process): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#overview): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#prerequisites): In-page section heading. - [Versioning](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#versioning): In-page section heading. - [Creating a release](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#creating-a-release): In-page section heading. - [Pre-release versions](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#pre-release-versions): In-page section heading. - [Testing the release process](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#testing-the-release-process): In-page section heading. - [Rollback](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#rollback): In-page section heading. - [Release configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#release-configuration): In-page section heading. - [Automated release workflow](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#automated-release-workflow): In-page section heading. - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#best-practices): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#troubleshooting): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#next-steps): In-page section heading. - [Development setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html): Setting up your development environment for building and developing the DataRobot CLI. - [Development setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#development-setup): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#prerequisites): In-page section heading. - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#installation): In-page section heading. - [Setting up the development environment](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#setting-up-the-development-environment): In-page section heading. - [Available development tasks](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#available-development-tasks): In-page section heading. - [Building](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#building): In-page section heading. - [Running tests](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#running-tests): In-page section heading. - [Linting and formatting](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#linting-and-formatting): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#next-steps): In-page section heading. - [Project structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html): Organization of the DataRobot CLI codebase. - [Project structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#project-structure): In-page section heading. - [Directory overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#directory-overview): In-page section heading. - [Key directories](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#key-directories): In-page section heading. - [Code organization patterns](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#code-organization-patterns): In-page section heading. - [Testing structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#testing-structure): In-page section heading. - [Build artifacts](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#build-artifacts): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#next-steps): In-page section heading. - [Getting started with DataRobot CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html): This guide will help you install and start using the DataRobot CLI (dr) for managing custom applications. - [Getting started with DataRobot CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#getting-started-with-datarobot-cli): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#prerequisites): In-page section heading. - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#installation): In-page section heading. - [Updating the CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#updating-the-cli): In-page section heading. - [Uninstalling the CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#uninstalling-the-cli): In-page section heading. - [Initial setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#initial-setup): In-page section heading. - [Your first template](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#your-first-template): In-page section heading. - [Running your application](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#running-your-application): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#next-steps): In-page section heading. - [Common issues](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#common-issues): In-page section heading. - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#getting-help): In-page section heading. - [Configuration location](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#configuration-location): In-page section heading. - [CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html): Guides and references for using and developing the DataRobot CLI tool. - [CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#cli): In-page section heading. - [Quick links](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#quick-links): In-page section heading. - [Key features documented](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#key-features-documented): In-page section heading. - [Getting started](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#getting-started): In-page section heading. - [How to contribute to docs](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#how-to-contribute-to-docs): In-page section heading. - [Documentation principles](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#documentation-principles): In-page section heading. - [Get help](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#get-help): In-page section heading. - [Documentation tools](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#documentation-tools): In-page section heading. - [Version information](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#version-information): In-page section heading. - [DataRobot CLI overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html): Learn about what the DataRobot CLI is for, how it's used, and how the CLI documentation is organized. - [DataRobot CLI overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#datarobot-cli-overview): In-page section heading. - [What the CLI is for](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#what-the-cli-is-for): In-page section heading. - [Common workflow](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#common-workflow): In-page section heading. - [Where to go next](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#where-to-go-next): In-page section heading. - [Quick install](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#quick-install): In-page section heading. - [Documentation structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#documentation-structure): In-page section heading. - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#getting-help): In-page section heading. - [Quick reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html): One-page reference for common DataRobot CLI commands and paths. - [Quick reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#quick-reference): In-page section heading. - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#installation): In-page section heading. - [Authentication](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#authentication): In-page section heading. - [Templates](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#templates): In-page section heading. - [Running applications](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#running-applications): In-page section heading. - [Environment](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#environment): In-page section heading. - [CLI self-management](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#cli-self-management): In-page section heading. - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#global-flags): In-page section heading. - [Config and state paths](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#config-and-state-paths): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#see-also): In-page section heading. - [Shell completions](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html): The DataRobot CLI supports auto-completion for Bash, Zsh, Fish, and PowerShell. Shell completions provide: - [Shell completions](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#shell-completions): In-page section heading. - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#installation): In-page section heading. - [Usage](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#usage): In-page section heading. - [Verification](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#verification): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#troubleshooting): In-page section heading. - [Advanced configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#advanced-configuration): In-page section heading. - [Updating completions](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#updating-completions): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#see-also): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html): Manage environment variables and .env files in DataRobot templates with interactive configuration tools. - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#environment-variables): In-page section heading. - [File structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#file-structure): In-page section heading. - [Create environment files](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#create-environment-files): In-page section heading. - [Manage variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#manage-variables): In-page section heading. - [Variable types](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#variable-types): In-page section heading. - [Environment variable discovery](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#environment-variable-discovery): In-page section heading. - [Common patterns](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#common-patterns): In-page section heading. - [Security best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#security-best-practices): In-page section heading. - [Validation](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#validation): In-page section heading. - [Advanced features](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#advanced-features): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#troubleshooting): In-page section heading. - [Common workflows](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#common-workflows): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#see-also): In-page section heading. - [Template system](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html): Pre-configured application scaffolds for building and deploying custom applications to DataRobot. - [Template system](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#template-system): In-page section heading. - [Documentation](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#documentation): In-page section heading. - [Quickstart](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#quickstart): In-page section heading. - [Template types](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#template-types): In-page section heading. - [Common patterns](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#common-patterns): In-page section heading. - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#best-practices): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#examples): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#see-also): In-page section heading. - [Interactive configuration system](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html): Interactive configuration wizard for setting up DataRobot templates with smart prompts, validation, and conditional logic. - [Interactive configuration system](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#interactive-configuration-system): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#overview): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#architecture): In-page section heading. - [Configuration flow](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#configuration-flow): In-page section heading. - [Prompt types](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#prompt-types): In-page section heading. - [Conditional prompts](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#conditional-prompts): In-page section heading. - [Prompt discovery](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#prompt-discovery): In-page section heading. - [UI components](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#ui-components): In-page section heading. - [Keyboard controls](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#keyboard-controls): In-page section heading. - [Advanced features](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#advanced-features): In-page section heading. - [Error handling](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#error-handling): In-page section heading. - [Integration example](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#integration-example): In-page section heading. - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#best-practices): In-page section heading. - [Testing prompts](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#testing-prompts): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#see-also): In-page section heading. - [Template system structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html): Understanding how DataRobot organizes and configures application templates. - [Template system structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-system-structure): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#overview): In-page section heading. - [Template repository structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-repository-structure): In-page section heading. - [Template metadata](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-metadata): In-page section heading. - [Environment configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#environment-configuration): In-page section heading. - [Quickstart scripts](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#quickstart-scripts): In-page section heading. - [Task definitions](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#task-definitions): In-page section heading. - [Multi-level configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#multi-level-configuration): In-page section heading. - [Template lifecycle](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-lifecycle): In-page section heading. - [Template types](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-types): In-page section heading. - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#best-practices): In-page section heading. - [Template updates](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-updates): In-page section heading. - [Creating your own template](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#creating-your-own-template): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#see-also): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html): Index of common issues and where to find solutions in the DataRobot CLI documentation. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#troubleshooting): In-page section heading. - [Installation and setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#installation-and-setup): In-page section heading. - [Authentication](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#authentication): In-page section heading. - [Configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#configuration): In-page section heading. - [Templates and setup wizard](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#templates-and-setup-wizard): In-page section heading. - [Tasks and running](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#tasks-and-running): In-page section heading. - [Environment variables (dotenv)](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#environment-variables-dotenv): In-page section heading. - [Debugging](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#debugging): In-page section heading. - [Get help](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#get-help): In-page section heading. - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#see-also): In-page section heading. - [Agentic workflow with code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html): This notebook demonstrates a simple agentic workflow in DataRobot, showing how MLOps can be used to server, monitor, and govern the workflow. - [Agentic workflow with code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#agentic-workflow-with-code): In-page section heading. - [Code asset overview](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#code-asset-overview): In-page section heading. - [Workflow outline](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#workflow-outline): In-page section heading. - [1. Create the calculator deployment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#1-create-the-calculator-deployment): In-page section heading. - [2. Provide credentials](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#2-provide-credentials): In-page section heading. - [3. Create the agent deployment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#3-create-the-agent-deployment): In-page section heading. - [4. Test the deployment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#4-test-the-deployment): In-page section heading. - [Build and host a ChromaDB vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html): The following notebook provides an example of how you can build, validate, and register a vector database to the DataRobot platform using DataRobot's Python client. It describes how to load in and ... - [Build and host a ChromaDB vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#build-and-host-a-chromadb-vector-database): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#setup): In-page section heading. - [Create a vector database from documents](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#create-a-vector-database-from-documents): In-page section heading. - [Define hooks for deploying an unstructured custom model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#define-hooks-for-deploying-an-unstructured-custom-model): In-page section heading. - [Deploy the knowledge base](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#deploy-the-knowledge-base): In-page section heading. - [Validate and create the vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#validate-and-create-the-vector-database): In-page section heading. - [Create and deploy a DataRobot vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html): This notebook demonstrates how to use the DataRobot Python SDK to create and deploy a vector database (VDB) using DataRobot's built-in embeddings. This is the simplest approach for creating vector ... - [Create and deploy a DataRobot vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#create-and-deploy-a-datarobot-vector-database): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#setup): In-page section heading. - [Create a vector database with DataRobot built-in embeddings](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#create-a-vector-database-with-datarobot-built-in-embeddings): In-page section heading. - [Deploy the vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#deploy-the-vector-database): In-page section heading. - [List and manage vector databases](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#list-and-manage-vector-databases): In-page section heading. - [Create vector databases from BYO embeddings](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html): The following notebook outlines how you can build and validate a vector database from a bring-your-own (BYO) embedding and register the vector database to the DataRobot platform using the Python cl... - [Create vector databases from BYO embeddings](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#create-vector-databases-from-byo-embeddings): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#setup): In-page section heading. - [Select an environment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#select-an-environment): In-page section heading. - [Create a custom embedding model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#create-a-custom-embedding-model): In-page section heading. - [Register the custom model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#register-the-custom-model): In-page section heading. - [Create a prediction environment for embedding models](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#create-a-prediction-environment-for-embedding-models): In-page section heading. - [Deploy the custom embedding model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#deploy-the-custom-embedding-model): In-page section heading. - [Create a Use Case for BYO embeddings](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#create-a-use-case-for-byo-embeddings): In-page section heading. - [Validate and create the custom embedding model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#validate-and-create-the-custom-embedding-model): In-page section heading. - [Use the DataRobot LLM gateway](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html): The DataRobot LLM gateway is a service that unifies and simplifies LLM access across DataRobot. It provides a DataRobot API endpoint to interface with LLMs hosted by external LLM providers. To requ... - [Use the DataRobot LLM gateway](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#use-the-datarobot-llm-gateway): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#setup): In-page section heading. - [Connect to the LLM gateway](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#connect-to-the-llm-gateway): In-page section heading. - [Select models and make requests](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#select-models-and-make-requests): In-page section heading. - [Identify supported LLMs](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#identify-supported-llms): In-page section heading. - [Advanced filtering](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#advanced-filtering): In-page section heading. - [Create external LLMs with code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html): The following, designed for use with DataRobot Notebooks, outlines how you can build and validate an external LLM using the DataRobot Python client. DataRobot recommends downloading this notebook a... - [Create external LLMs with code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#create-external-llms-with-code): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#setup): In-page section heading. - [Install libraries](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#install-libraries): In-page section heading. - [Connect to DataRobot](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#connect-to-datarobot): In-page section heading. - [Create a directory for custom code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#create-a-directory-for-custom-code): In-page section heading. - [Define environment variables](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#define-environment-variables): In-page section heading. - [Define hooks](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#define-hooks): In-page section heading. - [Test hooks locally](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#test-hooks-locally): In-page section heading. - [Save the custom model code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#save-the-custom-model-code): In-page section heading. - [Test the code locally](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#test-the-code-locally): In-page section heading. - [Create a custom model in DataRobot](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#create-a-custom-model-in-datarobot): In-page section heading. - [Test the custom model in DataRobot](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#test-the-custom-model-in-datarobot): In-page section heading. - [Register and deploy the LLM](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#register-and-deploy-the-llm): In-page section heading. - [Test the deployment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#test-the-deployment): In-page section heading. - [Validate the external LLM](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#validate-the-external-llm): In-page section heading. - [Use the Bolt-on Governance API](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html): This notebook outlines how to use the Bolt-on Governance API withdeployed LLM blueprints. LLM blueprints deployed from the playground implement thechat()hookin the custom model'scustom.pyfile by de... - [Use the Bolt-on Governance API](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html#use-the-bolt-on-governance-api): In-page section heading. - [Specify association ID and custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html#specify-association-id-and-custom-metrics): In-page section heading. - [Moderation and guardrails](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html#moderation-and-guardrails): In-page section heading. - [Considerations](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html#considerations): In-page section heading. - [End-to-end code-first generative AI experimentation](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-e2e.html): This notebook outlines a comprehensive overview of the generative AI features DataRobot has to offer. - [End-to-end code-first generative AI experimentation](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-e2e.html#end-to-end-code-first-generative-ai-experimentation): In-page section heading. - [Code walkthroughs](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/index.html): Use code to create and validate external vector databases and LLMs; walk through a comprehensive GenAI overview. - [Code walkthroughs](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/index.html#code-walkthroughs): In-page section heading. - [Build and host a Qdrant vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html): This page provides an example of how you can build, validate, and register a vector database to the DataRobot application using DataRobot's Python API client. It describes how to load and host a Qd... - [Build and host a Qdrant vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#build-and-host-a-qdrant-vector-database): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#setup): In-page section heading. - [Create a vector database from documents](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#create-a-vector-database-from-documents): In-page section heading. - [Define hooks to deploy an unstructured custom model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#define-hooks-to-deploy-an-unstructured-custom-model): In-page section heading. - [Deploy the knowledge base](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#deploy-the-knowledge-base): In-page section heading. - [Validate and create the vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#validate-and-create-the-vector-database): In-page section heading. - [NVIDIA NIM gallery information](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nim-gallery-support.html): Comprehensive table of NIM gallery information including model names, types, chat model IDs, playground support, platform support, and documentation links for unstructured models. - [NVIDIA NIM gallery information](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nim-gallery-support.html#nvidia-nim-gallery-information): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nim-gallery-support.html#feature-considerations): In-page section heading. - [NVIDIA AI Enterprise integration](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html): NVIDIA AI Enterprise and DataRobot provide an integrated, pre-built AI stack solution, designed to fit existing infrastructure. - [NVIDIA AI Enterprise integration](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#nvidia-ai-enterprise-integration): In-page section heading. - [Create an inference endpoint for NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#create-an-inference-endpoint-for-nvidia-nim): In-page section heading. - [Evaluate a text generation NVIDIA NIM in the playground](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#evaluate-a-text-generation-nvidia-nim-in-the-playground): In-page section heading. - [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#use-an-embedding-nvidia-nim-to-create-a-vector-database): In-page section heading. - [Use NVIDIA NeMo Guardrails in a moderation framework to secure your application](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#use-nvidia-nemo-guardrails-in-a-moderation-framework-to-secure-your-application): In-page section heading. - [Use a text generation NVIDIA NIM in an application template](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#use-a-text-generation-nvidia-nim-in-an-application-template): In-page section heading. - [Import and deploy with NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html): Import, register, and deploy models with NVIDIA NIM to create an inference endpoint. Interact with inference endpoints using code or the DataRobot UI. - [Import and deploy with NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html#import-and-deploy-with-nvidia-nim): In-page section heading. - [Import from NVIDIA GPU Cloud (NGC)](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html#import-from-nvidia-gpu-cloud-ngc): In-page section heading. - [Deploy the registered NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html#deploy-the-registered-nvidia-nim): In-page section heading. - [Make predictions with the deployed NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html#make-predictions-with-the-deployed-nvidia-nim): In-page section heading. - [Add a text generation NVIDIA NIM to a Playground](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-deploy.html): Add a deployed text generation NVIDIA NIM to a blueprint in the playground to access an array of comparison and evaluation tools. - [Add a text generation NVIDIA NIM to an LLM blueprint](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-deploy.html#add-a-text-generation-nvidia-nim-to-an-llm-blueprint): In-page section heading. - [Use NVIDIA NeMo Guardrails with DataRobot moderation](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-evaluation-moderation.html): Connect NVIDIA NeMo Guardrails to deployed text generation models to guard against off-topic discussions, unsafe content, and jailbreaking attempts. - [Use NVIDIA NeMo Guardrails with DataRobot moderation](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-evaluation-moderation.html#use-nvidia-nemo-guardrails-with-datarobot-moderation): In-page section heading. - [Use a deployed NIM with NVIDIA NeMo guardrails](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-evaluation-moderation.html#use-a-deployed-nim-with-nvidia-nemo-guardrails): In-page section heading. - [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-vdb-embed.html): Add a deployed embedding NVIDIA NIM to a Use Case with a vector database to enrich prompts in the playground with relevant context before they are sent to the LLM. - [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-vdb-embed.html#use-an-embedding-nvidia-nim-to-create-a-vector-database): In-page section heading. - [Create a vector database with a registered embedding NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-vdb-embed.html#create-a-vector-database-with-a-registered-embedding-nim): In-page section heading. - [Create a vector database with a deployed embedding NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-vdb-embed.html#create-a-vector-database-with-a-deployed-embedding-nim): In-page section heading. - [Agentic AI](https://docs.datarobot.com/en/docs/agentic-ai/index.html): Create, connect, and test agentic workflows, integrate tools, and implement evaluation metrics. - [Agentic AI](https://docs.datarobot.com/en/docs/agentic-ai/index.html#agentic-ai): In-page section heading. - [Add a text generation NVIDIA NIM to a Playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/add-deployed-nvidia-nim.html): Add a deployed text generation NVIDIA NIM to a blueprint in the playground to access an array of comparison and evaluation tools. - [Add a text generation NVIDIA NIM to an LLM blueprint](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/add-deployed-nvidia-nim.html#add-a-text-generation-nvidia-nim-to-an-llm-blueprint): In-page section heading. - [Build LLM blueprints](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html): Configure, copy, and register LLM blueprints. - [Build LLM blueprints](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html#build-llm-blueprints): In-page section heading. - [Select an LLM](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html#select-an-llm): In-page section heading. - [Set the configuration](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html#set-the-configuration): In-page section heading. - [Working with LLM blueprints](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html#working-with-llm-blueprints): In-page section heading. - [Multiple LLM blueprint chat comparison](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/compare-llm.html): The place to add LLM blueprints to the playground for comparison, submit prompts to these LLM blueprints, and evaluate the rendered responses. - [Multiple LLM blueprint chat comparison](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/compare-llm.html#multiple-llm-blueprint-chat-comparison): In-page section heading. - [Compare LLM blueprints](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/compare-llm.html#compare-llm-blueprints): In-page section heading. - [Deploy an LLM from the playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/deploy-llm.html): LLM blueprints and all their associated settings are registered in Registry and can be deployed and monitored with the Console. - [Deploy an LLM from the playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/deploy-llm.html#deploy-an-llm-from-the-playground): In-page section heading. - [RAG workflows](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/index.html): Create and compare LLM blueprints, configure metrics, and compare LLM blueprint responses before deployment. - [RAG workflows](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/index.html#rag-workflows): In-page section heading. - [Use LLM evaluation tools](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html): Configure evaluation and moderation guardrails for LLM blueprints in a playground. - [Use LLM evaluation tools](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#use-llm-evaluation-tools): In-page section heading. - [Configure evaluation metrics](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#configure-evaluation-metrics): In-page section heading. - [Add evaluation datasets](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#add-evaluation-datasets): In-page section heading. - [Add aggregated metrics](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#add-aggregated-metrics): In-page section heading. - [Configure compliance testing](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#configure-compliance-testing): In-page section heading. - [View the tracing table](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#view-the-tracing-table): In-page section heading. - [Send a metric and compliance test configuration to the workshop](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#send-a-metric-and-compliance-test-configuration-to-the-workshop): In-page section heading. - [Playground overview](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html): The playground, an asset of a Use Case, is the space for creating and interacting with LLM blueprints. - [Playground overview](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html#playground-overview): In-page section heading. - [Add a playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html#add-a-playground): In-page section heading. - [Elements of a playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html#elements-of-a-playground): In-page section heading. - [Navigate the playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html#navigate-the-playground): In-page section heading. - [Single LLM blueprint chat](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html): Describes using single and comparison chats in the playground. - [Single LLM blueprint chat](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#single-llm-blueprint-chat): In-page section heading. - [Context-aware chatting](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#context-aware-chatting): In-page section heading. - [Single vs comparison chats](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#single-vs-comparison-chats): In-page section heading. - [Single LLM blueprint chat](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#single-llm-blueprint-chat): In-page section heading. - [Response feedback](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#response-feedback): In-page section heading. - [Citations](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#citations): In-page section heading. - [Create and manage prompts](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html): Create prompts, add variables, version, and share prompts with users or organizations for use in the agent experience. - [Create and manage prompts](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html#create-and-manage-prompts): In-page section heading. - [Create prompts](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html#create-prompts): In-page section heading. - [Create prompt versions](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html#create-prompt-versions): In-page section heading. - [Manage prompts](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html#manage-prompts): In-page section heading. - [Prompt management](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/index.html): Create and version prompts, share prompts with other users, and employ prompts in an agentic playground. - [Prompt management](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/index.html#prompt-management): In-page section heading. - [Call prompts in an agent](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/prompt-in-agent.html): Employ the saved prompt in agent code; test the results in an agentic playground. - [Call prompts in an agent](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/prompt-in-agent.html#call-prompts-in-an-agent): In-page section heading. - [ACL hydration](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html): Learn about fine-grained access control for vector database results based on original document permissions from external sources. - [ACL hydration](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#acl-hydration): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#overview): In-page section heading. - [Supported data sources](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#supported-data-sources): In-page section heading. - [Setting up ACL hydration](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#setting-up-acl-hydration): In-page section heading. - [How ACL hydration works](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#how-acl-hydration-works): In-page section heading. - [User access levels](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#user-access-levels): In-page section heading. - [Integrate user identities with applications and agents](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#integrate-user-identities-with-applications-and-agents): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#feature-considerations): In-page section heading. - [Monitoring background synchronization](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#monitoring-background-synchronization): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#troubleshooting): In-page section heading. - [Vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/index.html): Create a vector databases, work with versions and related assets, and interact in the playground. - [Vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/index.html#vector-databases): In-page section heading. - [Update connected vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/update-connected-vdbs.html): Add data to an existing Pinecone-, Elasticsearch-, Milvus-, or PostgreSQL-based vector database connection. - [Update connected vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/update-connected-vdbs.html#update-connected-vector-databases): In-page section heading. - [Add data](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/update-connected-vdbs.html#add-data): In-page section heading. - [Deploy the updated vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/update-connected-vdbs.html#deploy-the-updated-vector-database): In-page section heading. - [Vector database data sources](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html): Learn to create and apply your own text data for use by an LLM in GenAI. - [Vector database data sources](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html#vector-database-data-sources): In-page section heading. - [Dataset requirements](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html#dataset-requirements): In-page section heading. - [Internal vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html#internal-vector-databases): In-page section heading. - [External (BYO) vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html#external-byo-vector-databases): In-page section heading. - [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-nvidia-nim-embed.html): Add a deployed embedding NVIDIA NIM to a Use Case with a vector database to enrich prompts in the playground with relevant context before they are sent to the LLM. - [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-nvidia-nim-embed.html#use-an-embedding-nvidia-nim-to-create-a-vector-database): In-page section heading. - [Create a vector database with a registered embedding NIM](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-nvidia-nim-embed.html#create-a-vector-database-with-a-registered-embedding-nim): In-page section heading. - [Create a vector database with a deployed embedding NIM](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-nvidia-nim-embed.html#create-a-vector-database-with-a-deployed-embedding-nim): In-page section heading. - [Register and deploy vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-register-deploy.html): Send vector databases from the playground to the workshop for modification and deployment, or deploy the current vector database version directly to the Console. - [Register and deploy vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-register-deploy.html#register-and-deploy-vector-databases): In-page section heading. - [Send to the workshop](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-register-deploy.html#send-to-the-workshop): In-page section heading. - [Deploy the vector database version](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-register-deploy.html#deploy-the-vector-database): In-page section heading. - [Create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html): Configure the data source, embeddings, and chunking strategy for a vector database. - [Create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#create-a-vector-database): In-page section heading. - [Add a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#add-a-vector-database): In-page section heading. - [Select a provider](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#select-a-provider): In-page section heading. - [Set basic configuration](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#set-basic-configuration): In-page section heading. - [Save the vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#save-the-vector-database): In-page section heading. - [Manage vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#manage-vector-databases): In-page section heading. - [Update resident vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html): Use versioning to modify DataRobot-hosted resident vector databases for tracking and fine-tuning. - [Update resident vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html#update-resident-vector-databases): In-page section heading. - [Create a version](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html#create-a-version): In-page section heading. - [Comparing versions](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html#comparing-versions): In-page section heading. - [Create a playground](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html#create-a-playground): In-page section heading. - [Apache Airflow](https://docs.datarobot.com/en/docs/api/code-first-tools/apache-airflow.html): How to use the DataRobot Provider for Apache Airflow to implement a basic DAG orchestrating an end-to-end DataRobot AI pipeline. - [DataRobot provider for Apache Airflow](https://docs.datarobot.com/en/docs/api/code-first-tools/apache-airflow.html#datarobot-provider-for-apache-airflow): In-page section heading. - [Install the prerequisites](https://docs.datarobot.com/en/docs/api/code-first-tools/apache-airflow.html#install-the-prerequisites): In-page section heading. - [Initialize a local Airflow project](https://docs.datarobot.com/en/docs/api/code-first-tools/apache-airflow.html#initialize-a-local-airflow-project): In-page section heading. - [Load example DAGs into Airflow](https://docs.datarobot.com/en/docs/api/code-first-tools/apache-airflow.html#load-example-dags-into-airflow): In-page section heading. - [Create a connection from Airflow to DataRobot](https://docs.datarobot.com/en/docs/api/code-first-tools/apache-airflow.html#create-a-connection-from-airflow-to-datarobot): In-page section heading. - [Configure the DataRobot pipeline DAG](https://docs.datarobot.com/en/docs/api/code-first-tools/apache-airflow.html#configure-the-datarobot-pipeline-dag): In-page section heading. - [Run the DataRobot pipeline DAG](https://docs.datarobot.com/en/docs/api/code-first-tools/apache-airflow.html#run-the-datarobot-pipeline-dag): In-page section heading. - [Feature selection notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html) - [Feature selection notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html#feature-selection-notebook): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html#setup): In-page section heading. - [Initialize](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html#initialize): In-page section heading. - [Feature selection workflow](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html#feature-selection-workflow): In-page section heading. - [Pass features into a task](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv.html): Learn about how features of the same data type may need to be processed differently than others in the Blueprint Workshop. - [Custom task creation notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html): Read more about different options forconnecting to DataRobot from the Python client. - [Custom task creation notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html#custom-task-creation-notebook): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html#setup): In-page section heading. - [Initialize the Blueprint Workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html#initialize-the-blueprint-workshop): In-page section heading. - [Iterate on a custom model](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html#iterate-on-a-custom-model): In-page section heading. - [Blueprint Workshop overview](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html): An overview of common usage with the Blueprint Workshop. - [Blueprint Workshop overview](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#blueprint-workshop-overview): In-page section heading. - [Initialization](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#initialization): In-page section heading. - [Understanding blueprints](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#understanding-blueprints): In-page section heading. - [Understanding tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#understanding-tasks): In-page section heading. - [Constructing blueprints](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#constructing-blueprints): In-page section heading. - [Pass data between tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#pass-data-between-tasks): In-page section heading. - [Modify a task](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#modify-a-task): In-page section heading. - [Configure task parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#configure-task-parmaters): In-page section heading. - [Add or remove data types](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#add-or-remove-data-types): In-page section heading. - [Modify an existing blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#modify-an-existing-blueprint): In-page section heading. - [Validation](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#validation): In-page section heading. - [Constraints](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#constraints): In-page section heading. - [Train a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#train-a-blueprint): In-page section heading. - [Search for a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#search-for-a-blueprint): In-page section heading. - [Share blueprints](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#share-blueprints): In-page section heading. - [Blueprint Workshop setup](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-setup.html): Learn about the first-time setup necessary for using the Blueprint Workshop. - [Blueprint Workshop setup](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-setup.html#blueprint-workshop-setup): In-page section heading. - [Installation](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-setup.html#installation): In-page section heading. - [Connect to DataRobot](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-setup.html#connect-to-datarobot): In-page section heading. - [Blueprint Workshop walkthrough notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html): Intentionally provide the wrong input data type to test validation. - [Blueprint Workshop walkthrough notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#blueprint-workshop-walkthrough-notebook): In-page section heading. - [Initialize the workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#initialize-the-workshop): In-page section heading. - [Construct a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#construct-a-blueprint): In-page section heading. - [Visualize a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#visualize-a-blueprint): In-page section heading. - [Inspect tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#inspect-tasks): In-page section heading. - [Validation](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#validation): In-page section heading. - [Update to the original valid blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#update-to-the-original-valid-blueprint): In-page section heading. - [Get help with tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#get-help-with-tasks): In-page section heading. - [List task categories](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#list-task-categories): In-page section heading. - [Search for tasks by name](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#search-for-tasks-by-name): In-page section heading. - [Search custom tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#search-custom-tasks): In-page section heading. - [Flexible search](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#flexible-search): In-page section heading. - [Quick description](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#quick-description): In-page section heading. - [View documentation for a task](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#view-documentation-for-a-task): In-page section heading. - [View task parameter values](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#view-task-parameter-values): In-page section heading. - [Modify a task parameter](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#modify-a-task-parameter): In-page section heading. - [Validate parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#validate-parameters): In-page section heading. - [Validate task parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#validate-task-parameters): In-page section heading. - [Retrieve a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#retrieve-a-blueprint): In-page section heading. - [Retrieve blueprints from a personal blueprint repository](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#retrieve-blueprints-from-a-personal-blueprint-repository): In-page section heading. - [Delete a blueprint from your personal repository](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#delete-a-blueprint-from-your-personal-repository): In-page section heading. - [Retrieve Leaderboard blueprints via the Workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#retrieve-leaderboard-blueprints-via-the-workshop): In-page section heading. - [Clone a blueprint from the Leaderboard](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#clone-a-blueprint-from-the-leaderboard): In-page section heading. - [Any blueprint can be used as a tutorial](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#any-blueprint-can-be-used-as-a-tutorial): In-page section heading. - [Execute a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#execute-a-blueprint): In-page section heading. - [Delete the original blueprint directly](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#delete-the-original-blueprint-directly): In-page section heading. - [Modify the source code](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#modify-the-source-code): In-page section heading. - [Add a blueprint to a project and train It](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#add-a-blueprint-to-a-project-and-train-it): In-page section heading. - [Custom Models](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#custom-models): In-page section heading. - [Blueprint Workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/index.html): Learn how to construct and modify DataRobot blueprints through a programmatic interface. - [Blueprint Workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/index.html#blueprint-workshop): In-page section heading. - [Covalent](https://docs.datarobot.com/en/docs/api/code-first-tools/covalent.html): Learn more about Covalent, a code-first solution that simplifies building and scaling complex AI and high-performance computing applications. - [Covalent](https://docs.datarobot.com/en/docs/api/code-first-tools/covalent.html#covalent): In-page section heading. - [Covalent interfaces](https://docs.datarobot.com/en/docs/api/code-first-tools/covalent.html#covalent-interfaces): In-page section heading. - [Example usage](https://docs.datarobot.com/en/docs/api/code-first-tools/covalent.html#example-usage): In-page section heading. - [Declarative API](https://docs.datarobot.com/en/docs/api/code-first-tools/declarative-api.html): Use the declarative API as a way to programatically provision DataRobot entities. - [Declarative API](https://docs.datarobot.com/en/docs/api/code-first-tools/declarative-api.html#declarative-api): In-page section heading. - [Declarative API services](https://docs.datarobot.com/en/docs/api/code-first-tools/declarative-api.html#declarative-api-services): In-page section heading. - [Define custom metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html): The MetricBase class, along with four additional default classes, provides an interface to define custom metrics. - [Define custom metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#define-custom-metrics): In-page section heading. - [Create a metric base](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-a-metric-base): In-page section heading. - [Create metrics calculated with predictions and actuals](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-metrics-calculated-with-predictions-and-actuals): In-page section heading. - [Create metrics calculated with scoring data](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-metrics-calculated-with-scoring-data): In-page section heading. - [Create LLM metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-llm-metrics): In-page section heading. - [Create Sklearn metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-sklearn-metrics): In-page section heading. - [PromptSimilarityMetricBase](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#promptsimilaritymetricbase): In-page section heading. - [Report custom metric values](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#report-custom-metric-values): In-page section heading. - [Configure data sources](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html): The DataRobotSource and BatchDataRobotSource methods connect to DataRobot to fetch selected data from the DataRobot platform. The DataFrameSource method wraps any pd.DataFrame to create a library-c... - [Configure data sources](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#configure-data-sources): In-page section heading. - [Configure a DataRobot source](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#configure-a-datarobot-source): In-page section heading. - [Configure a DataRobot batch deployment source](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#configure-a-datarobot-batch-deployment-source): In-page section heading. - [Configure a DataFrame source](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#configure-a-dataframe-source): In-page section heading. - [Set the TimeBucket](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#set-the-timebucket): In-page section heading. - [Provide additional DataRobot deployment properties](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#provide-additional-datarobot-deployment-properties): In-page section heading. - [Use the DR Custom Metrics module](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-dr-custom-metric.html): The DR Custom Metrics module facilitates better synchronization with existing metrics in DataRobot. - [Use the DR Custom Metrics module](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-dr-custom-metric.html#use-the-dr-custom-metrics-module): In-page section heading. - [Configure an environment for DMM](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-environment-setup.html): Configure an environment to develop custom metrics with the DataRobot Model Metrics library. - [Configure an environment for DMM](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-environment-setup.html#configure-an-environment-for-dmm): In-page section heading. - [Initialize the environment](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-environment-setup.html#initialize-the-environment): In-page section heading. - [Using thesave_to_csv()utility](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-environment-setup.html#using-the-save_to_csv-utility): In-page section heading. - [Create a hosted custom metric from a template with code](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html): Hosted custom metrics run user-provided code on DataRobot infrastructure to calculate your organization's customized metrics. DataRobot provides a variety of templates for common metrics. These met... - [Create a hosted custom metric from a template with code](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#create-a-hosted-custom-metric-from-a-template-with-code): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#prerequisites): In-page section heading. - [List hosted custom metrics templates](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#list-hosted-custom-metrics-templates): In-page section heading. - [Create a hosted custom metric in one step](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#create-a-hosted-custom-metric-in-one-step): In-page section heading. - [Create a hosted custom metric in two steps](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#create-a-hosted-custom-metric-in-two-steps): In-page section heading. - [List hosted custom metrics associated with a job](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#list-hosted-custom-metrics-associated-with-a-job): In-page section heading. - [Delete hosted custom metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#delete-hosted-custom-metrics): In-page section heading. - [Calculate metric values](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html): To calculate custom metric values, you can use MetricEvaluator to calculate metric values over time, BatchMetricEvaluator to calculate metric values per batch, or IndividualMetricEvaluator to evalu... - [Calculate metric values](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html#calculate-metric-values): In-page section heading. - [Evaluate metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html#evaluate-metrics): In-page section heading. - [Evaluate metrics with aggregation-per-batch](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html#evaluate-metrics-with-aggregation-per-batch): In-page section heading. - [Evaluate metrics without data aggregation](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html#evaluate-metrics-without-data-aggregation): In-page section heading. - [Model Metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/index.html): Learn how to construct and modify DataRobot blueprints through a programmatic interface. - [Model Metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/index.html#model-metrics): In-page section heading. - [Installation](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/index.html#installation): In-page section heading. - [Test custom models locally](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-local-test.html): Use the DataRobot Model Runner tool (DRUM) to test and verify a Python, R, or Java custom model locally, before you upload it to DataRobot. - [Test custom models locally](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-local-test.html#test-custom-models-locally): In-page section heading. - [Run tests with the DataRobot CM Runner](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-local-test.html#run-tests-with-the-datarobot-cm-runner): In-page section heading. - [Custom model components](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-components.html): Describes custom model support and how to structure a custom model's files. - [Custom model components](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-components.html#custom-model-components): In-page section heading. - [Model content](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-components.html#model-content): In-page section heading. - [Model environment](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-components.html#model-environment): In-page section heading. - [DRUM CLI tool](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html): DataRobot Model Runner is a tool that allows you to work with and test Python, R, and Java custom models and custom tasks. - [DRUM CLI tool](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html#drum-cli-tool): In-page section heading. - [DRUM on Ubuntu](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html#drum-on-ubuntu): In-page section heading. - [DRUM on Mac](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html#drum-on-mac): In-page section heading. - [DRUM on Windows with WSL2](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html#drum-on-windows-with-wsl2): In-page section heading. - [Define custom model metadata](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-metadata.html): How to use the model-metadata.yaml file to specify additional information about a custom task or a custom inference model. - [Define custom model metadata](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-metadata.html#define-custom-model-metadata): In-page section heading. - [General metadata parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-metadata.html#general-metadata-parameters): In-page section heading. - [Inference model metadata (inferenceModel)](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-metadata.html#inference-model-metadata): In-page section heading. - [Define custom model runtime parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html): Add runtime parameters to a custom model through the model metadata, making your custom model code easier to reuse. - [Define custom model runtime parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#define-custom-model-runtime-parameters): In-page section heading. - [DataRobot reserved runtime parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#datarobot-reserved-runtime-parameters): In-page section heading. - [Define custom model metadata](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#define-custom-model-metadata): In-page section heading. - [Provide credentials through runtime parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#provide-credentials-through-runtime-parameters): In-page section heading. - [Provide override values during local development](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#provide-override-values-during-local-development): In-page section heading. - [Import and use runtime parameters in custom code](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#import-and-use-runtime-parameters-in-custom-code): In-page section heading. - [DataRobot User Models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/index.html): Describes how to assemble custom models and environments. - [DataRobot User Models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/index.html#datarobot-user-models-library): In-page section heading. - [Assemble structured custom models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/structured-custom-models.html): DataRobot provides built-in support for a variety of libraries to create models that use conventional target types. - [Assemble structured custom models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/structured-custom-models.html#assemble-structured-custom-models): In-page section heading. - [Structured custom model requirements](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/structured-custom-models.html#structured-custom-model-requirements): In-page section heading. - [Structured custom model hooks](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/structured-custom-models.html#structured-custom-model-hooks): In-page section heading. - [Assemble unstructured custom models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/unstructured-custom-models.html): Unstructured models can use arbitrary data for input and output, allowing you to deploy and monitor models regardless of the target type. - [Assemble unstructured custom models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/unstructured-custom-models.html#assemble-unstructured-custom-models): In-page section heading. - [Unstructured custom model hooks](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/unstructured-custom-models.html#unstructured-custom-model-hooks): In-page section heading. - [Unstructured model considerations](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/unstructured-custom-models.html#unstructured-model-considerations): In-page section heading. - [Data science agent](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html): The data science agent executes and iterates on the data preparation process to provide an audit trail for data governance. - [Data science agent](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#data-science-agent): In-page section heading. - [Agent overview](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#agent-overview): In-page section heading. - [End-to-end example](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#end-to-end-example): In-page section heading. - [Panel class hierarchy](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#panel-class-hierarchy): In-page section heading. - [Installation](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#installation): In-page section heading. - [Panel types](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#panel-types): In-page section heading. - [TheusePanelhook](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#the-usePanel-hook): In-page section heading. - [Code-first tools](https://docs.datarobot.com/en/docs/api/code-first-tools/index.html): Programmatic tools DataRobot has to offer in addition to the APIs. - [Code-first tools](https://docs.datarobot.com/en/docs/api/code-first-tools/index.html#code-first-tools): In-page section heading. - [MLflow integration for DataRobot](https://docs.datarobot.com/en/docs/api/code-first-tools/mlflow-integration.html): Export a model from MLflow and import it into the DataRobot Model Registry], creating key values from the training parameters, metrics, tags, and artifacts in the MLflow model. - [MLflow integration for DataRobot](https://docs.datarobot.com/en/docs/api/code-first-tools/mlflow-integration.html#mlflow-integration-for-datarobot): In-page section heading. - [Prerequisites for the MLflow integration](https://docs.datarobot.com/en/docs/api/code-first-tools/mlflow-integration.html#prerequisites-for-the-mlflow-integration): In-page section heading. - [Install the MLflow integration for DataRobot](https://docs.datarobot.com/en/docs/api/code-first-tools/mlflow-integration.html#install-the-mlflow-integration-for-datarobot): In-page section heading. - [Configure command line options](https://docs.datarobot.com/en/docs/api/code-first-tools/mlflow-integration.html#configure-command-line-options): In-page section heading. - [Set environment variables](https://docs.datarobot.com/en/docs/api/code-first-tools/mlflow-integration.html#set-environment-variables): In-page section heading. - [Run the sync action to import a model from MLflow into DataRobot](https://docs.datarobot.com/en/docs/api/code-first-tools/mlflow-integration.html#run-the-sync-action-to-import-a-model-from-mlflow-into-datarobot): In-page section heading. - [Troubleshoot Azure AD Service Principal credentials](https://docs.datarobot.com/en/docs/api/code-first-tools/mlflow-integration.html#troubleshoot-azure-ad-service-principal-credentials): In-page section heading. - [Apache Spark API for Scoring Code](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html): Learn how to use the Spark API for Scoring Code, a library that integrates Scoring Code JARs into Spark clusters. - [Apache Spark API for Scoring Code](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html#apache-spark-api-for-scoring-code): In-page section heading. - [PySpark API](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html#pyspark-api): In-page section heading. - [Spark Scala API](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html#spark-scala-api): In-page section heading. - [Deprecated Spark libraries](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html#deprecated-spark-libraries): In-page section heading. - [FIRE feature selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html): Learn about the benefits of Feature Impact Rank Ensembling (FIRE)—a method of advanced feature selection that uses a median rank aggregation of feature impacts across several models created during ... - [FIRE feature selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#fire-feature-selection): In-page section heading. - [Feature selection approaches](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#feature-selection-approaches): In-page section heading. - [Feature importance rank ensembling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#feature-importance-rank-ensembling): In-page section heading. - [Results](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#results): In-page section heading. - [Conclusion](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#conclusion): In-page section heading. - [Time series to images](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/gramian.html): Generate advanced features used for high frequency data use cases. - [Time series to images](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/gramian.html#time-series-to-images): In-page section heading. - [Advanced analytics and tools](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/index.html): Advanced usage of the DataRobot API that you can add to your experiment workflow. - [Advanced analytics and tools](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/index.html#advanced-analytics-and-tools): In-page section heading. - [Use Case dependencies](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/lineage.html): Use an application that allows you to view dependency graphs for DataRobot Use Cases. - [Use Case dependencies](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/lineage.html#use-case-dependencies): In-page section heading. - [Acoustic data with Visual AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/ml-viz.html): Generate image features in addition to aggregate numeric features for high frequency data sources. - [Acoustic data with Visual AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/ml-viz.html#acoustic-data-with-visual-ai): In-page section heading. - [Multi-objective optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/multi-objective-opt.html): Implement a Streamlit application using DataRobot deployments to optimize multiple targets at once and explore Pareto-optimal trade-offs. - [Multi-objective optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/multi-objective-opt.html#multi-objective-optimization): In-page section heading. - [Prediction intervals](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/pred-intervals-inf.html): Designed for DataRobot trial users, experience an end-to-end DataRobot workflow using a use case that predicts flight delays. - [Prediction intervals](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/pred-intervals-inf.html#prediction-intervals): In-page section heading. - [Robust feature selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/rob-fi.html): This accelerator introduces an approach to select robust features, use multiple seeds for cross validation, add dummy features to compute the median permutation importance, and then select the most... - [Robust feature selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/rob-fi.html#robust-feature-selection): In-page section heading. - [Use Case explorer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/use-case-explorer.html): Provides a template for a project management dashboard that collects all the key artifacts in a Use Case and displays them on a timeline. - [Use Case explorer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/use-case-explorer.html#use-case-explorer): In-page section heading. - [AWS SageMaker deployment](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/deploy-sagemaker.html): Learn how to programmatically build a model with DataRobot and export and host the model in AWS SageMaker. - [AWS SageMaker deployment](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/deploy-sagemaker.html#aws-sagemaker-deployment): In-page section heading. - [Feature Discovery SQL with Spark](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html): Run Feature Discovery SQL in a new Spark cluster on Docker by setting up a Spark cluster in Docker, registering custom User Defined Functions (UDFs), and executing complex SQL queries across multip... - [Feature Discovery SQL with Spark](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#feature-discovery-sql-with-spark): In-page section heading. - [Problem framing](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#problem-framing): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#prerequisites): In-page section heading. - [Compatibility](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#compatibility): In-page section heading. - [File overview](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#file-overview): In-page section heading. - [GraphQL integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/graphql.html): Connect a GraphQL server to the DataRobot OpenAPI specification using GraphQL Mesh. - [GraphQL integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/graphql.html#graphql-integration): In-page section heading. - [AI integrations and platforms](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/index.html): Integrations with AI platforms and services to enhance your DataRobot experience. - [AI integrations and platforms](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/index.html#ai-integrations-and-platforms): In-page section heading. - [Amazon Athena workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-athena.html): Read in an Amazon Athena table to create a project and deploy a model to make predictions with a test dataset. - [Amazon Athena workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-athena.html#amazon-athena-workflow): In-page section heading. - [AWS workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-aws.html): Work with AWS and DataRobot's Python client to import data, build and evaluate models, and deploy a model into production to make new predictions. - [AWS workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-aws.html#aws-workflow): In-page section heading. - [Azure workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-azure.html): Work with Azure and DataRobot's Python client to import data, build and evaluate models, and deploy a model into production to make new predictions. - [Azure workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-azure.html#azure-workflow): In-page section heading. - [Databricks workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-databricks.html): Build models in DataRobot with data acquired and prepared in a Spark-backed notebook environment provided by Databricks. - [Databricks workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-databricks.html#databricks-workflow): In-page section heading. - [Google Cloud and BigQuery workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-gcp.html): Use Google Collaboratory to source data from BigQuery, build and evaluate a model using DataRobot, and deploy predictions from that model back into BigQuery and GCP. - [Google Cloud and BigQuery workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-gcp.html#google-cloud-and-bigquery-workflow): In-page section heading. - [SageMaker workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sagemaker.html): Take an ML model that has been built with DataRobot and deploy it to run within AWS SageMaker. - [SageMaker workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sagemaker.html#sagemaker-workflow): In-page section heading. - [What you will learn](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sagemaker.html#what-you-will-learn): In-page section heading. - [End-to-end workflow with SAP Hana](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sap.html): Learn how to programmatically build a model with DataRobot using SAP Hana as the data source. - [End-to-end workflow with SAP Hana](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sap.html#end-to-end-workflow-with-sap-hana): In-page section heading. - [Snowflake workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-snowflake.html): Work with Snowflake and DataRobot's Python client to import data, build and evaluate models, and deploy a model into production to make new predictions. - [Snowflake workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-snowflake.html#snowflake-workflow): In-page section heading. - [Performance degradation prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/perform-degrade.html): Use a predictive framework for managing and maintaining your machine learning models with DataRobot MLOps. - [Performance degradation prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/perform-degrade.html#performance-degradation-prediction): In-page section heading. - [Snowpark integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/snowpark-data.html): Leverage Snowflake for data storage and Snowpark for deployment, feature engineering, and model scoring with DataRobot. - [Snowpark integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/snowpark-data.html#snowpark-integration): In-page section heading. - [Speech recognition integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/speech-rec.html): Use Whisper to transcribe audio files, process them efficiently, and store the transcriptions in a structured format for further analysis or use. - [Speech recognition integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/speech-rec.html#speech-recognition-integration): In-page section heading. - [Create and deploy a custom model](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/create-custom-model.html): Create, deploy, and monitor a custom inference model with DataRobot's Python client. - [Create and deploy a custom model](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/create-custom-model.html#create-and-deploy-a-custom): In-page section heading. - [Custom blueprints with Composable ML](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/custom-bp-nb.html): Customize models on the Leaderboard using the Blueprint Workshop. - [Custom blueprints with Composable ML](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/custom-bp-nb.html#custom-blueprints-with-composable-ml): In-page section heading. - [GraphSAGE custom transformer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/custom-transform.html): Convert a tabular dataset into a graph representation, train a GraphSAGE-based neural network, and package the solution as a DataRobot custom transformer. - [GraphSAGE custom transformer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/custom-transform.html#graphsage-custom-transformer): In-page section heading. - [Google Gemini integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/gemini-google.html): Leverage LLMs proposed by hyperscalers via the Custom Model Workshop. - [Google Gemini integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/gemini-google.html#google-gemini-integration): In-page section heading. - [GIN financial fraud detection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/graph-gin.html): Integrate a Graph Isomorphism Network (GIN) as a custom model task in DataRobot using DRUM. - [GIN financial fraud detection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/graph-gin.html#gin-financial-fraud-detection): In-page section heading. - [Custom model development](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/index.html): Custom model development accelerators that you can add to your experiment workflow. - [Custom model development](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/index.html#custom-model-development): In-page section heading. - [Llama 2 on GCP](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/llama.html): Learn how to integrate Llama 2 on Google GCP and DataRobot. - [Llama 2 on GCP](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/llama.html#llama-2-on-gcp): In-page section heading. - [LLM custom inference template](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/llm-template.html): The LLM custom inference model template enables you to deploy and accelerate your own LLM, along with - [LLM custom inference template](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/llm-template.html#llm-custom-inference-template): In-page section heading. - [Mistral 7B on GCP](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/mistral-7b.html): Learn how to integrate Mistral 7B on Google GCP and DataRobot. - [Mistral 7B on GCP](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/mistral-7b.html#mistral-7b-on-gcp): In-page section heading. - [Optimize custom model metrics with hyperparameter tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/opt-custom-metric.html): Improve DataRobot models using custom loss functions and advanced hyperparameter tuning. - [Optimize custom model metrics with hyperparameter tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/opt-custom-metric.html#optimize-custom-model-metrics-with-hyperparameter-tuning): In-page section heading. - [Reinforcement learning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/reinforce-learn.html): Implement a model based on the Q-learning algorithm. - [Reinforcement learning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/reinforce-learn.html#reinforcement-learning): In-page section heading. - [Scoring Code microservice](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/sc-micro.html): Follow a step-by-step procedure to embed Scoring Code in a microservice and prepare it as the Docker container for a deployment on customer infrastructure (it can be self- or hyperscaler-managed K8s). - [Scoring Code microservice](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/sc-micro.html#scoring-code-microservice): In-page section heading. - [Enrich with Hyperscaler API](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/enrich-hyper.html): Call the GCP API and enrich a modeling dataset that predicts customer churn. - [Enrich with Hyperscaler API](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/enrich-hyper.html#enrich-data-using-the-hyperscaler-api): In-page section heading. - [GCP sentiment enrichment](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/gcp-enrich.html): Demo the usage of the Google Cloud Natural Language API for sentiment analysis to enrich a customer churn dataset. - [GCP sentiment enrichment](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/gcp-enrich.html#gcp-based-enrichment-of-modeling-datasets): In-page section heading. - [Data enrichment and preparation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/index.html): Data enrichment and preparation accelerators that you can add to your experiment workflow. - [Data enrichment and preparation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/index.html#data-enrichment-and-preparation): In-page section heading. - [Churn problem framing](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/ml-churn.html): Discover the problem framing and data management steps required to successfully model for churn, using a B2C retail example and a B2B example based on a DataRobot’s churn model. - [Churn problem framing](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/ml-churn.html#churn-problem-framing): In-page section heading. - [Feature engineering for molecular SMILES data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/smiles.html): Execute a feature engineering pipeline tailored for SMILES-formatted molecular data. - [Feature engineering for molecular SMILES data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/smiles.html#feature-engineering-for-molecular-smiles-data): In-page section heading. - [Churn insights with Streamlit](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/streamlit-app.html): Use the Streamlit churn predictor app to present the drivers and predictions of your DataRobot model. - [Churn insights with Streamlit](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/streamlit-app.html#churn-insights-with-streamlit): In-page section heading. - [Synthetic training data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/synth-data.html): Learn how to generate synthetic datasets that mimic real-world data for training, validation, and testing—enabling safe data sharing and model development when access to real data is limited due to... - [Synthetic training data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/synth-data.html#synthetic-training-data): In-page section heading. - [DataRobotX intro](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/drx-intro.html): Learn how to use the new, agile, DRX package to streamline project creation and configuration. - [DataRobotX intro](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/drx-intro.html#datarobotx-intro): In-page section heading. - [Project goals](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/drx-intro.html#project-goals): In-page section heading. - [Experiment tracking and tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/index.html): Experiment tracking and tuning accelerators that you can add to your experiment workflow. - [Experiment tracking and tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/index.html#experiment-tracking-and-tuning): In-page section heading. - [MLFlow experiment tracking](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/mlflow.html): Automate machine learning experimentation using DataRobot, MLFlow, and Papermill for tracking experiments and logging results. - [MLFlow experiment tracking](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/mlflow.html#mlflow-experiment-tracking): In-page section heading. - [Blueprint hyperparameter tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/opt-grid.html): Learn how to access, understand, and tune blueprints for both preprocessing and model hyperparameters. - [Blueprint hyperparameter tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/opt-grid.html#blueprint-hyperparameter-tuning): In-page section heading. - [AI accelerators](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/index.html): Review comprehensive workflows, notebooks, and tutorials that help you find complete examples of common data science and machine learning workflows. - [AI accelerators](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/index.html#ai-accelerators): In-page section heading. - [Adaptive reasoning agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/adaptive-agent.html): Showcases an agent's ability to **adapt its reasoning behavior** based on conversation dynamics. - [Adaptive reasoning agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/adaptive-agent.html#adaptive-reasoning-agent): In-page section heading. - [Product feedback automation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/auto-feedback.html): Use Predictive AI models in tandem with Generative AI models to overcome the limitation of guardrails around automating the summarization and segmentation of sentiment text. - [Product feedback automation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/auto-feedback.html#product-feedback-automation): In-page section heading. - [Teams/Slack chatbots](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/chatbot-teams-slack.html): An accelerator for collaborative app plug-ins, such as bots for Teams and Slack. - [Teams/Slack chatbots](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/chatbot-teams-slack.html#teams-slack-chatbots): In-page section heading. - [AI cluster labeling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/cluster-genai.html): Use cluster insights provided by DataRobot with ChatGPT to provide business- or domain-specific labels to the clusters using OpenAI and DataRobot APIs. - [AI cluster labeling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/cluster-genai.html#ai-cluster-labeling): In-page section heading. - [Customer communication AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/comm-genai.html): Learn how generative AI models like GPT-3 can be used to augment predictions and provide customer friendly subject matter expert responses. - [Customer communication AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/comm-genai.html#customer-communication-ai): In-page section heading. - [Compliance agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/compliance-agent.html): Automatically compare your active governance policies against pre-uploaded industry standards or internal benchmarks to identify inconsistenciess. - [Compliance agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/compliance-agent.html#compliance-agent): In-page section heading. - [Support workflow optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/customer-support.html): Use generative AI models to cater to level-one requests, allowing support teams to focus on more pressing and high-visibility requests. - [Support workflow optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/customer-support.html#support-workflow-optimization): In-page section heading. - [Data annotator app](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-annotator.html): Leverage the data annotator app to both label new data and label predicted data within an active learning situation after training a model with DataRobot. - [Data annotator app](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-annotator.html#data-annotator-app): In-page section heading. - [AI data prep assistant](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-prep-assist.html): The AI data preparation assistant is a powerful tool designed to streamline and automate the data preparation process. It combines automated data quality checks with AI-powered data preparation sug... - [AI data prep assistant](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-prep-assist.html#ai-data-prep-assistant): In-page section heading. - [LLM and GenAI applications](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/index.html): LLM and GenAI applications that you can add to your experiment workflow. - [LLM and GenAI applications](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/index.html#llm-and-genai-applications): In-page section heading. - [JITR Bot responses](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/jitr-bot.html): Create a deployment to provide context-aware answers 'on the fly' using - [JITR bot responses](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/jitr-bot.html#jitr-bot-responses): In-page section heading. - [PDF RAG with LLM](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/llm-multimodal-pdf.html): Use an LLM as an OCR tool to extract all the text, table, and graph data from a PDF, then build a RAG and playground chat on DataRobot. - [PDF RAG with LLM](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/llm-multimodal-pdf.html#pdf-rag-with-llm): In-page section heading. - [Healthcare conversation agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/med-research.html): Use Retrieval Augmented Generation to build a conversational agent for Healthcare professionals. - [Healthcare conversation agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/med-research.html#healthcare-conversation-agent): In-page section heading. - [Teams GenAI integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/ms-teams.html): With DataRobot's Generative AI offerings, organizations can deploy chatbots without the need for an additional front-end or consumption layers. - [Teams GenAI integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/ms-teams.html#teams-genai-integration): In-page section heading. - [How it works](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/ms-teams.html#how-it-works): In-page section heading. - [Direct Preference Optimization for reinforcement learning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/rlhf-agent.html): Showcases an agent's ability to **adapt its reasoning behavior** based on conversation dynamics. - [Direct Preference Optimization for reinforcement learning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/rlhf-agent.html#direct-preference-optimization-for-reinforcement-learning): In-page section heading. - [Tensile - Enhanced agent reliability through automated test](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html): Use DataRobot's test-driven development framework to improve the reliability, task performance, and policy adherence of AI agents with trajectory logging, replay, and contextual hints. - [Tensile: Enhanced agent reliability through automated test](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#tensile-agent-reliability): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#prerequisites): In-page section heading. - [Instrument an agent for trajectory logging](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#instrument-agent): In-page section heading. - [Analyze trajectories and evaluate testable moments](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#analyze-and-evaluate): In-page section heading. - [Replay trajectories](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#replay-trajectories): In-page section heading. - [Configuration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#configuration): In-page section heading. - [Clustering](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#clustering): In-page section heading. - [Trajectory Analyzer workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#trajectory-analyzer): In-page section heading. - [Vector chunk visualization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/vectorstore-chunk.html): Implement a Streamlit application to gain insights from a vector database of chunks. - [Vector chunk visualization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/vectorstore-chunk.html#vector-chunk-visualization): In-page section heading. - [XoT implementation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/xot-implementation.html): Implement and evaluate Everything of Thoughts (XoT) in DataRobot, an approach to make generative AI - [XoT implementation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/xot-implementation.html#xot-implementation): In-page section heading. - [Zero-shot error analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/zero-shot.html): Use zero-shot text classification with large language models (LLMs), focusing on its application in error analysis of supervised text classification models. - [Zero-shot error analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/zero-shot.html#zero-shot-error-analysis): In-page section heading. - [Feature Discovery workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/afd-e2e.html): Use a repeatable framework for end-to-end production machine learning. It includes time-aware feature engineering across multiple tables, training dataset creation, model development, and productio... - [Feature Discovery workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/afd-e2e.html#feature-discovery-workflow): In-page section heading. - [Causal AI for readmission](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/causal-ai.html): Work with data recording hospital readmission outcomes for diabetes patients to evaluate the causal relationship between the diabetes patients' medication status and their subsequent chance of bein... - [Causal AI for readmission](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/causal-ai.html#causal-ai-for-readmission): In-page section heading. - [Custom lift charts](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/custom-lift-chart.html): Leverage popular Python packages with DataRobot's Python client to recreate and augment DataRobot's lift chart visualization. - [Custom lift charts](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/custom-lift-chart.html#custom-lift-charts): In-page section heading. - [Fantasy baseball predictions](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/fantasy-baseball.html): Leverage the DataRobot API to quickly build multiple models that work together to predict common fantasy baseball metrics for each player in the upcoming season. - [Fantasy baseball predictions](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/fantasy-baseball.html#fantasy-baseball-predictions): In-page section heading. - [Learning objectives](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/fantasy-baseball.html#learning-objectives): In-page section heading. - [Retrieve baseball data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/fantasy-baseball.html#retrieve-baseball-data): In-page section heading. - [Fine-tune & deploy LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/finetune-codespace.html): Review an end-to-end workflow for fine-tuning and deployment an LLM using features of Hugging Face, Weights and Biases (W&B), and DataRobot. - [Fine-tune & deploy LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/finetune-codespace.html#fine-tune-deploy-llms): In-page section heading. - [Considerations](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/finetune-codespace.html#considerations): In-page section heading. - [Hyperparameter optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/hyperopt.html): Build on the native DataRobot hyperparameter tuning by integrating the hyperopt module into DataRobot workflows. - [Hyperparameter optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/hyperopt.html#hyperparameter-optimization): In-page section heading. - [Image data with Databricks](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/image-databricks.html): Import image files using Spark and prepare them into a data frame suitable for ingest into DataRobot. - [Image data with Databricks](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/image-databricks.html#image-data-with-databricks): In-page section heading. - [Model building and fine-tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/index.html): Model building and fine-tuning accelerators that you can add to your experiment workflow. - [Model building and fine-tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/index.html#model-building-and-fine-tuning): In-page section heading. - [Production ML with tables](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/ml-tables.html): Review an AI accelerator that uses a repeatable framework for a production pipeline from multiple tables. - [Production ML with tables](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/ml-tables.html#production-ml-with-tables): In-page section heading. - [Model marketing attribution](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/model-market.html): Use DataRobot to streamline marketing attribution use cases. - [Model marketing attribution](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/model-market.html#model-marketing-attribution): In-page section heading. - [Predictions in mobile apps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/pred-mobile.html): Learn how to incorporate DataRobot predictions into a mobile app. - [Predictions in mobile apps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/pred-mobile.html#predictions-in-mobile-apps): In-page section heading. - [Order quantity prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/pred-products.html): Build a model to improve decisions about initial order quantities using future product details and product sketches. - [Order quantity prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/pred-products.html#order-quantity-prediction): In-page section heading. - [Model factory with Python](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/python-multi.html): Learn how to use the Python threading library to build a model factory. - [Model factory with Python](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/python-multi.html#model-factory-with-python): In-page section heading. - [Symbolic regression (Eureqa)](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/tune-eureqa.html): Apply symbolic regression to your dataset in the form of the Eureqa algorithm. - [Symbolic regression (Eureqa)](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/tune-eureqa.html#symbolic-regression-eureqa): In-page section heading. - [Monitor AWS Sagemaker models with MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/aws-mlops.html): Train and host a SageMaker model that can be monitored in the DataRobot platform. - [Monitor AWS Sagemaker models with MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/aws-mlops.html#monitor-aws-sagemaker-models-with-mlops): In-page section heading. - [Run choice-based conjoint analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/conjoint.html): Use conjoint analysis to identify customer preferences for product features through survey-based choice modeling and interpretability with DataRobot. - [Run choice-based conjoint analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/conjoint.html#run-choice-based-conjoint-analysis): In-page section heading. - [Model deployment and MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/index.html): Model deployment and MLOps accelerators that you can add to your experiment workflow. - [Model deployment and MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/index.html#model-deployment-and-mlops): In-page section heading. - [Migrate a model to a new cluster](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/model-migrate.html): Move a deployed model between DataRobot clusters. - [Migrate a model to a new cluster](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/model-migrate.html#migrate-a-model-to-a-new-cluster): In-page section heading. - [Video object detection using Visual AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/obj-detection.html): Use Visual AI for object detection in video streams. - [Video object detection using Visual AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/obj-detection.html#video-object-detection-using-visual-ai): In-page section heading. - [MLOps smart audit](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/smart-audit.html): Audit and visualize MLOps deployment configurations. - [MLOps smart audit](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/smart-audit.html#mlops-smart-audit): In-page section heading. - [Custom metrics for model selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/ai-custom-metrics.html): This AI Accelerator demonstrates how one can leverage DataRobot's Python client to extract predictions, compute custom metrics, and sort their DataRobot models accordingly. - [Custom metrics for model selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/ai-custom-metrics.html#custom-metrics-for-model-selection): In-page section heading. - [t-SNE dimensionality reduction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/dim-reduction.html): Review examples for taking a DataRobot project and exporting its model insights as both machine readable files and plots in various file formats. - [t-SNE dimensionality reduction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/dim-reduction.html#t-sne-dimensionality-reduction): In-page section heading. - [Monitor generative AI metrics](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/genai-metrics.html): Monitor LLMs and generative AI solutions to measure alignment, return on investment, provide guardrails. - [Monitor generative AI metrics](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/genai-metrics.html#monitor-generative-ai-metrics): In-page section heading. - [Model evaluation and metrics](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/index.html): Model evaluation and metrics accelerators that you can add to your experiment workflow. - [Model evaluation and metrics](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/index.html#model-evaluation-and-metrics): In-page section heading. - [Event log viewer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/log-viewer.html): Change the output of the User Activity Monitor to allow you to drop an entire column of output or change the contents of that column in a way to preserve the anonymity of the column but maintain co... - [Event log viewer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/log-viewer.html#event-log-viewer): In-page section heading. - [LLM observability](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/observability.html): Enable LLMOps or Observability in your existing Generative AI Solutions without refactoring code. - [LLM observability](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/observability.html#llm-observability): In-page section heading. - [Partial dependence plots (PDP/ICE)](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/pdp-ice.html): Create one-way and two-way partial dependence plots (PDP), and Individual Conditional Expectations (ICE) insights using DataRobot. - [Partial dependence plots (PDP/ICE)](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/pdp-ice.html#partial-dependence-plots-pdp-ice): In-page section heading. - [LIME explanations for models](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/run-lime.html): Apply Local Interpretable Model-agnostic Explanations (LIME) to models built and deployed with DataRobot. - [LIME explanations for models](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/run-lime.html#lime-explanations-for-models): In-page section heading. - [Steel defect detection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/steel-plate.html): Train a highly accurate and robust machine learning model capable of detecting and classifying any-sized scratch present in steel plates. - [Steel defect detection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/steel-plate.html#steel-defect-detection): In-page section heading. - [Export model insights](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/viz-output.html): Review examples for exporting a variety of DataRobot model insights and performance metrics as both machine-readable files and plots in multiple formats. - [Export model insights](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/viz-output.html#export-model-insights): In-page section heading. - [AML alert scoring](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/alert-scoring.html): Develop a machine learning model that utilizes historical data, including customer and transactional information, to identify alerts that resulted in the generation of a Suspicious Activity Report ... - [AML alert scoring](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/alert-scoring.html#aml-alert-scoring): In-page section heading. - [Cold start demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/cold-start.html): This accelerator provides a framework to compare several approaches for cold start modeling on series with limited or no history. - [Cold start demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/cold-start.html#cold-start-demand-forecasting): In-page section heading. - [Demand forecasting with Databricks](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/dbx-forecast.html): How to use DataRobot with Databricks to develop, evaluate, and deploy a multi-series demand forecasting model. - [Demand forecasting with Databricks](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/dbx-forecast.html#demand-forecasting-with-databricks): In-page section heading. - [Time series demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/demand-flow.html): Perform large-scale demand forecasting using DataRobot's Python package. - [Time series demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/demand-flow.html#time-series-demand-forecasting): In-page section heading. - [Demand forecasting retraining](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/df-retrain.html): Implement retraining policies with DataRobot MLOps demand forecast deployments. - [Demand forecasting retraining](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/df-retrain.html#demand-forecasting-retraining): In-page section heading. - [Financial planning analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/fin-plan.html): This accelerator illustrates an end-to-end financial planning and analysis workflow in DataRobot. - [Financial planning analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/fin-plan.html#financial-planning-analysis): In-page section heading. - [Flight delay prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/flight-delays.html): Designed for DataRobot trial users, experience an end-to-end DataRobot workflow using a use case that predicts flight delays. - [Flight delay prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/flight-delays.html#flight-delay-prediction): In-page section heading. - [Fraud detection with Neo4j](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/fraud-detection.html): Build a fraud detection pipeline using Neo4j for storing and querying a knowledge graph. - [Fraud detection with Neo4j](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/fraud-detection.html#fraud-detection-with-neo4j): In-page section heading. - [Time series and specific use cases](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/index.html): Accelerators for time series and other specific use cases that you can add to your experiment workflow. - [Time series and specific use cases](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/index.html#time-series-and-specific-use-cases): In-page section heading. - [Multi-model analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-analysis.html): Use Python functions to aggregate DataRobot model insights into visualizations. - [Multi-model analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-analysis.html#multi-model-analysis): In-page section heading. - [Netlift modeling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-uplift.html): Leverage machine learning to find patterns around the types of people for whom marketing campaigns are most effective. - [Netlift modeling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-uplift.html#netlift-modeling): In-page section heading. - [What-if demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-what-if.html): Discover how to use a what-if app to adjust known-in-advance variables and explore how changes in factors like promotions, pricing, or seasonality can impact demand forecasts. - [What-if demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-what-if.html#what-if-demand-forecasting): In-page section heading. - [No-show appointment prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/no-show.html): Build a model that identifies patients most likely to miss appointments, with correlating reasons. - [No-show appointment prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/no-show.html#no-show-appointment-prediction): In-page section heading. - [Lumber price forecasting with Ready Signal](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ready-signal.html): Use Ready Signal to add external control data, such as census and weather data, to improve time series predictions. - [Lumber price forecasting with Ready Signal](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ready-signal.html#lumber-price-forecasting-with-ready-signal): In-page section heading. - [Recommendation engine](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/rec-engine.html): Explore how to use historical user purchase data in order to create a recommendation model, which will attempt to guess which products out of a basket of items the customer will be likely to purcha... - [Recommendation engine](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/rec-engine.html#recommendation-engine): In-page section heading. - [Panel data self-joins](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/self-joins.html): Explore how to implement self-joins in panel data analysis. - [Panel data self-joins](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/self-joins.html#panel-data-self-joins): In-page section heading. - [Technical price prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/tech-prices.html): Leverage historical insurance claim data for modeling and analysis. - [Technical price prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/tech-prices.html#technical-price-prediction): In-page section heading. - [Statistical tests with Airflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/test-airflow.html): Review an example workflow for carrying out statistical tests, notify stakeholders of any issues via Slack, and generate automated compliance documentation with the test results. - [Statistical tests with Airflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/test-airflow.html#statistical-tests-with-airflow): In-page section heading. - [Trading volume profile curve](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-factory.html): Use a framework to build models that will allow you to predict how much of the next day trading volume will happen at each time interval. - [Trading volume profile curve](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-factory.html#trading-volume-profile-curve): In-page section heading. - [Challenges](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-factory.html#challenges): In-page section heading. - [Approach](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-factory.html#approach): In-page section heading. - [Hierarchical reconciliation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-recon.html): Learn how to reconcile independent time series forecasts with a hierarchical structure. - [Hierarchical reconciliation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-recon.html#hierarchical-reconciliation): In-page section heading. - [Visual AI for geospatial data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/viz-geo.html): Learn how to use Visual AI to represent geospatial data for enhanced analysis. - [Visual AI for geospatial data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/viz-geo.html#visual-ai-for-geospatial-data): In-page section heading. - [AI consumable assets](https://docs.datarobot.com/en/docs/api/dev-learning/ai-assets.html): Structured exports and indexes so AI assistants can use DataRobot documentation reliably. - [AI consumable assets](https://docs.datarobot.com/en/docs/api/dev-learning/ai-assets.html#ai-consumable-assets): In-page section heading. - [API Quickstart](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html): Learn how to begin using the DataRobot API to create projects and generate predictions. - [API quickstart](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#api-quickstart): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#prerequisites): In-page section heading. - [Install the client](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#install-the-client): In-page section heading. - [Configure your environment](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#configure-your-environment): In-page section heading. - [Use the API: Predicting fuel economy](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#use-the-api-predicting-fuel-economy): In-page section heading. - [Learn more](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#learn-more): In-page section heading. - [Developer learning](https://docs.datarobot.com/en/docs/api/dev-learning/index.html): Review the educational resource available for getting started with DataRobot's API and code-first tools. - [Developer learning](https://docs.datarobot.com/en/docs/api/dev-learning/index.html#developer-learning): In-page section heading. - [Credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html): You can store credentials for use with databases and data connections. - [Credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#credentials): In-page section heading. - [List credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#list-credentials): In-page section heading. - [Basic credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#basic-credentials): In-page section heading. - [S3 credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#s3-credentials): In-page section heading. - [OAuth credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#oauth-credentials): In-page section heading. - [Snowflake key pair credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#snowflake-key-pair-credentials): In-page section heading. - [Databricks access token credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#databricks-access-token-credentials): In-page section heading. - [Databricks service principal credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#databricks-service-principal-credentials): In-page section heading. - [Azure Service Principal credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#azure-service-principal-credentials): In-page section heading. - [ADLS OAuth credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#adls-oauth-credentials): In-page section heading. - [Credential data](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#credential-data): In-page section heading. - [Administration](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/index.html): The administration section provides details for users and administrators about managing credentials and sharing permissions. - [Administration](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/index.html#administration): In-page section heading. - [Sharing](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/sharing.html): Once you have created entities in DataRobot, you may want to share them with collaborators. DataRobot provides an API for sharing the following entities: - [Sharing](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/sharing.html#sharing): In-page section heading. - [Access levels](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/sharing.html#access-levels): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/sharing.html#examples): In-page section heading. - [Data wrangling](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html): To clean, prepare, and wrangle your data into your desired shape, DataRobot provides reusable recipes for data preparation. Each recipe acts like a blueprint, taking one or more datasets or data so... - [Recipes](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#recipes): In-page section heading. - [Recipe terminology](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#recipe-terminology): In-page section heading. - [Create a recipe](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#create-a-recipe): In-page section heading. - [Retrieve recipes](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#retrieve-recipes): In-page section heading. - [Update recipe metadata fields](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#update-recipe-metadata-fields): In-page section heading. - [Update recipe inputs](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#update-recipe-inputs): In-page section heading. - [Update recipe wrangling operations](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#update-recipe-wrangling-operations): In-page section heading. - [Set recipe SQL transformation directly](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#set-recipe-sql-transformation-directly): In-page section heading. - [Preview recipe data](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#preview-recipe-data): In-page section heading. - [Update recipe downsampling](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#update-recipe-downsampling): In-page section heading. - [Publish recipe to dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#publish-recipe-to-dataset): In-page section heading. - [Database connectivity](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html): Databasesare a widely used tool to carry valuable business data. To enable integration with a variety of enterprise databases, DataRobot provides a self-service JDBC product for database connectivi... - [Build data connections](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#data-connectivity): In-page section heading. - [Database connection terminology](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#database-connection-terminology): In-page section heading. - [Create a driver](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-a-driver): In-page section heading. - [Create a data store](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-a-data-store): In-page section heading. - [Create a data source](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-a-data-source): In-page section heading. - [Create projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-projects): In-page section heading. - [Create prediction datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-prediction-datasets): In-page section heading. - [Dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html): To create a project and begin modeling, you first need toupload your data to DataRobotto prepare a dataset. - [Create and manage datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#create-and-manage-datasets): In-page section heading. - [Create a dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#create-a-dataset): In-page section heading. - [Get information from a dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#get-information-from-a-dataset): In-page section heading. - [Retrieve datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#retrieve-datasets): In-page section heading. - [Manage datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#manage-datasets): In-page section heading. - [Manage dataset feature lists](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#manage-dataset-feature-lists): In-page section heading. - [Feature discovery](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html): Feature Discoveryallows you to generate features automatically from secondary datasets connected to a primary dataset (training data). You can create this type of connection using relationship conf... - [Feature Discovery](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#feature-discovery): In-page section heading. - [Register a primary dataset to create a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#register-a-primary-dataset-to-create-a-project): In-page section heading. - [Register secondary datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#register-secondary-datasets): In-page section heading. - [Create dataset definitions and relationships](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-dataset-definitions-and-relationships): In-page section heading. - [Create a relationship configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-a-relationship-configuration): In-page section heading. - [Create a Feature Discovery project](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-a-feature-discovery-project): In-page section heading. - [Create secondary dataset configuration for predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-secondary-dataset-configuration-for-predictions): In-page section heading. - [Make predictions with a trained model](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#make-predictions-with-a-trained-model): In-page section heading. - [Configure relationships](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#configure-relationships): In-page section heading. - [Dataset definitions and relationships using helper functions](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#dataset-definitions-and-relationships-using-helper-functions): In-page section heading. - [Dataset definition and relationship using a dictionary](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#dataset-definition-and-relationship-using-a-dictionary): In-page section heading. - [Retrieving relationship configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#retrieving-relationship-configuration): In-page section heading. - [Update details of a relationship configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#update-details-of-a-relationship-configuration): In-page section heading. - [Delete relationships configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#delete-relationships-configuration): In-page section heading. - [Secondary dataset configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#secondary-dataset-configuration): In-page section heading. - [Secondary datasets using helper functions](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#secondary-datasets-using-helper-functions): In-page section heading. - [Create secondary datasets with dict](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-secondary-datasets-with-dict): In-page section heading. - [Create a secondary dataset configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-a-secondary-dataset-configuration): In-page section heading. - [Retrieve a secondary dataset configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#retrieve-a-secondary-dataset-configuration): In-page section heading. - [List all secondary dataset configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#list-all-secondary-dataset-configurations): In-page section heading. - [Features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html): Features represent the columns in your dataset that DataRobot uses for modeling. Each feature has properties such as type, statistics, and importance that help you understand your data and make inf... - [Features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#features): In-page section heading. - [Retrieve features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#retrieve-features): In-page section heading. - [Explore feature properties](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#explore-feature-properties): In-page section heading. - [Get feature histograms](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#get-feature-histograms): In-page section heading. - [Work with feature lists](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#work-with-feature-lists): In-page section heading. - [Analyze categorical features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#analyze-categorical-features): In-page section heading. - [Analyze multicategorical features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#analyze-multicategorical-features): In-page section heading. - [Time series feature properties](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#time-series-feature-properties): In-page section heading. - [Filter and search features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#filter-and-search-features): In-page section heading. - [Common workflows](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#common-workflows): In-page section heading. - [Considerations](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#considerations): In-page section heading. - [Data](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/index.html): Data integrity and quality are cornerstones for creating highly accurate predictive models. These sections describe the tools and visualizations provided to ensure that your project doesn’t suffer ... - [Data](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/index.html#data): In-page section heading. - [Chats prompting](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html): Chatsprovide a way to interact with LLMs through prompts, maintaining conversation history and context. Chats allow you to have multi-turn conversations with your LLM applications, where each promp... - [Chats and prompting](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#chats-prompting): In-page section heading. - [Create a chat](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#create-a-chat): In-page section heading. - [Submit prompts to a chat](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#submit-prompts-to-a-chat): In-page section heading. - [Retrieve chat history](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#retrieve-chat-history): In-page section heading. - [Manage chats](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#manage-chats): In-page section heading. - [Get chat information](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#get-chat-information): In-page section heading. - [Custom model validation](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html): If you have a custom model deployment that serves as an LLM, you need to validate it before using it in LLM blueprints. Validation ensures the deployment can properly handle LLM requests. Usedataro... - [Validate custom model LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#validate-custom-model-llms): In-page section heading. - [Start LLM validation](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#start-llm-validation): In-page section heading. - [Check validation status](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#check-validation-status): In-page section heading. - [Use a validated LLM in a blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#use-a-validated-llm-in-a-blueprint): In-page section heading. - [Update validation settings](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#update-validation-settings): In-page section heading. - [Generative AI](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/index.html): How to build, validate, and deploy generative AI applications using LLMs, vector databases, and moderation tools. This section covers creating LLM blueprints, managing chats and prompts, setting up... - [Generative AI](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/index.html#generative-ai): In-page section heading. - [Llm blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html): LLM blueprintsdefine how large language models are configured and used in your generative AI applications. You can use pre-configured LLMs provided by DataRobot or create custom model LLMs from you... - [LLM blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#llm-blueprints): In-page section heading. - [List available LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#list-available-llms): In-page section heading. - [Create a playground](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#create-a-playground): In-page section heading. - [Create an LLM blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#create-an-llm-blueprint): In-page section heading. - [Retrieve and list LLM blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#retrieve-and-list-llm-blueprints): In-page section heading. - [Update an LLM blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#update-an-llm-blueprint): In-page section heading. - [Create a blueprint from an existing blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#create-a-blueprint-from-an-existing-blueprint): In-page section heading. - [Generative AI moderation](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html): Moderation configurationshelp ensure your generative AI applications produce safe and appropriate content by filtering prompts and responses. Moderation can block or warn on problematic content at ... - [Generative AI moderation](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#moderation): In-page section heading. - [List moderation templates](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#list-moderation-templates): In-page section heading. - [Create a moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#create-a-moderation-configuration): In-page section heading. - [List moderation configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#list-moderation-configurations): In-page section heading. - [Get a moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#get-a-moderation-configuration): In-page section heading. - [Update moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#update-moderation-configuration): In-page section heading. - [Get the overall moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#get-the-overall-moderation-configuration): In-page section heading. - [List the overall moderation configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#list-the-overall-moderation-configurations): In-page section heading. - [Update the overall moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#update-the-overall-moderation-configuration): In-page section heading. - [End-to-end RAG application workflow](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/rag-workflow.html): This example demonstrates how to build a complete RAG (Retrieval-Augmented Generation) application, combining LLM blueprints, vector databases, moderation, and testing. This workflow shows how to i... - [End-to-end RAG application workflow](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/rag-workflow.html#end-to-end-rag-application-workflow): In-page section heading. - [AI robustness testing](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html): AI robustness testshelp validate that your generative AI models perform well under various conditions and meet quality standards. Robustness testing allows you to configure insights that measure di... - [AI robustness testing](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#ai-robustness-testing): In-page section heading. - [Configure insights for robustness testing](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#configure-insights-for-robustness-testing): In-page section heading. - [Set up test configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#set-up-test-configurations): In-page section heading. - [Run robustness tests](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#run-robustness-tests): In-page section heading. - [Configure multiple insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#configure-multiple-insights): In-page section heading. - [Get an insight configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#get-an-insight-configuration): In-page section heading. - [List insight configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#list-insight-configurations): In-page section heading. - [Vector databases](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html): Vector databasesenable RAG (Retrieval-Augmented Generation) workflows by storing document embeddings and retrieving relevant context for LLM prompts. Vector databases allow you to create knowledge ... - [Vector databases](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#vector-databases): In-page section heading. - [Validate a deployment as a vector database](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#validate-a-deployment-as-a-vector-database): In-page section heading. - [Get supported embeddings](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#get-supported-embeddings): In-page section heading. - [Get supported text chunking configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#get-supported-text-chunking-configurations): In-page section heading. - [Create a vector database](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#create-a-vector-database): In-page section heading. - [Update a vector database](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#update-a-vector-database): In-page section heading. - [Link vector database to LLM blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#link-vector-database-to-llm-blueprint): In-page section heading. - [List and manage vector databases](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#list-and-manage-vector-databases): In-page section heading. - [Export a vector database as a dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#export-a-vector-database-as-a-dataset): In-page section heading. - [Python API client user guide](https://docs.datarobot.com/en/docs/api/dev-learning/python/index.html): Review outlines and explanations of the methods that comprise the API client. - [Python API client user guide](https://docs.datarobot.com/en/docs/api/dev-learning/python/index.html#python-api-client-user-guide): In-page section heading. - [Agent2Agent protocol](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html): Enable interoperability between AI agents in DataRobot. - [Agent2Agent protocol](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#agent2agent-protocol): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#prerequisites): In-page section heading. - [Register an external model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#register-an-external-model): In-page section heading. - [Create an external prediction environment](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#create-an-external-prediction-environment): In-page section heading. - [Deploy the registered model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#deploy-the-registered-model): In-page section heading. - [Upload an agent card](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#upload-an-agent-card): In-page section heading. - [Discover A2A agent deployments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#discover-a2a-agent-deployments): In-page section heading. - [Full example](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#full-example): In-page section heading. - [Batch monitoring jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html): Manage batch monitoring job definitions and jobs for batch-enabled deployments with the Python API client. - [Batch monitoring jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html#batch-monitoring-jobs): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html#prerequisites): In-page section heading. - [Batch monitoring job definitions](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html#batch-monitoring-job-definitions): In-page section heading. - [Batch monitoring jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html#batch-monitoring-jobs): In-page section heading. - [Challenger models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html): Create and manage challenger models to compare against the deployed champion with the Python API client. - [Challenger models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#challenger-models): In-page section heading. - [Best practices](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#best-practices): In-page section heading. - [Create a challenger model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#create-a-challenger-model): In-page section heading. - [List challengers](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#list-challengers): In-page section heading. - [Get a specific challenger](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#get-a-specific-challenger): In-page section heading. - [Update a challenger model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#update-a-challenger-model): In-page section heading. - [Delete a challenger](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#delete-a-challenger): In-page section heading. - [Manage challenger settings](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#manage-challenger-settings): In-page section heading. - [Work with challenger predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#work-with-challenger-predictions): In-page section heading. - [Common workflows](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#common-workflows): In-page section heading. - [Considerations](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#considerations): In-page section heading. - [Custom metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html): Define and submit custom metrics for deployments with the Python API client. - [Custom metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#custom-metrics): In-page section heading. - [Manage custom metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#manage-custom-metrics): In-page section heading. - [Submit custom metric values](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#submit-custom-metric-values): In-page section heading. - [Retrieve custom metric values over time](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#retrieve-custom-metric-values-over-time): In-page section heading. - [Hosted custom metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#hosted-custom-metrics): In-page section heading. - [Custom models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html): Manage custom inference models and execution environments with the Python API client. - [Custom models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#custom-models): In-page section heading. - [Manage execution environments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#manage-execution-environments): In-page section heading. - [Manage custom models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#manage-custom-models): In-page section heading. - [Manage versions](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#manage-versions): In-page section heading. - [Manage custom model tests](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#manage-custom-model-tests): In-page section heading. - [Data exports](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html): Export prediction, actuals, training, and data quality data from deployments with the Python API client. - [Data exports](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#data-exports): In-page section heading. - [Prediction data export](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#prediction-data-export): In-page section heading. - [Actuals data export](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#actuals-data-export): In-page section heading. - [Training data export](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#training-data-export): In-page section heading. - [Data quality export](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#data-quality-export): In-page section heading. - [Deployments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html): Deploy, manage, and monitor models with the Python API client. - [Deployments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#deployments): In-page section heading. - [Manage deployments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#manage-deployments): In-page section heading. - [Model replacement](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#model-replacement): In-page section heading. - [Monitoring](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#monitoring): In-page section heading. - [Challengers](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#challengers): In-page section heading. - [Settings](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#settings): In-page section heading. - [MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/index.html): Deploy, monitor, manage, and govern all your models in production with the Python API client. - [MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/index.html#mlops): In-page section heading. - [Jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/jobs.html): Run and manage custom jobs for automation with the Python API client. - [Jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/jobs.html#jobs): In-page section heading. - [Manage jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/jobs.html#manage-jobs): In-page section heading. - [Manage job runs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/jobs.html#manage-job-runs): In-page section heading. - [Key values](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/key_values.html): Manage key-value configuration for models, deployments, and other entities with the Python API client. - [Key values](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/key_values.html#key-values): In-page section heading. - [Manage key values](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/key_values.html#manage-key-values): In-page section heading. - [Model Registry](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html): Create and manage registered models and versions with the Python API client. - [Model Registry](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#model-registry): In-page section heading. - [Create a registered model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#create-a-registered-model): In-page section heading. - [List and filter registered models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#list-and-filter-registered-models): In-page section heading. - [Manage registered models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#manage-registered-models): In-page section heading. - [List deployments associated with a registered model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#list-deployments-associated-with-a-registered-model): In-page section heading. - [Blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html): Learn how to work with DataRobot blueprints, which define computation paths for datasets before producing predictions. - [Blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#blueprints): In-page section heading. - [List blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#list-blueprints): In-page section heading. - [Get a blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#get-a-blueprint): In-page section heading. - [Get a blueprint chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#get-a-blueprint-chart): In-page section heading. - [Get blueprint documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#get-blueprint-documentation): In-page section heading. - [Blueprint attributes](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#blueprint-attributes): In-page section heading. - [Build a model from a blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#build-a-model-from-a-blueprint): In-page section heading. - [Modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/index.html): Information to help you easily navigate the process of building, understanding, and analyzing models. - [Modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/index.html#modeling): In-page section heading. - [Automated documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html): Learn how to generate and manage automated documentation for DataRobot models and projects. - [Automated documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#automated-documentation): In-page section heading. - [Check available document types](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#check-available-document-types): In-page section heading. - [Generate automated documents](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#generate-automated-documents): In-page section heading. - [Download automated documents](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#download-automated-documents): In-page section heading. - [List previously generated automated documents](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#list-previously-generated-automated-documents): In-page section heading. - [Delete automated documents](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#delete-automated-documents): In-page section heading. - [External testset](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html): Learn how to test models with external datasets to evaluate performance and compute metric scores. - [Test with external datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#test-with-external-datasets): In-page section heading. - [Request external scores and insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#request-external-scores-and-insights): In-page section heading. - [Retrieve external metric scores and insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-external-metric-scores-and-insights): In-page section heading. - [Retrieve external metric scores](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-external-metric-scores): In-page section heading. - [Retrieve an external lift chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-an-external-lift-chart): In-page section heading. - [Retrieve an external multiclass lift chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-an-external-multiclass-lift-chart): In-page section heading. - [Retrieve an external ROC curve](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-an-external-roc-curve): In-page section heading. - [Retrieve a multiclass confusion matrix](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-a-multiclass-confusion-matrix): In-page section heading. - [Retrieve a residuals chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-a-residuals-chart): In-page section heading. - [Model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/index.html): Information to help you easily navigate the process of building, understanding, and analyzing models. - [Model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/index.html#model-insights): In-page section heading. - [Model performance insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html): Learn how to compute and retrieve ROC curves, lift charts, and residuals for DataRobot models. - [Model performance insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html#model-performance-insights): In-page section heading. - [ROC Curve](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html#roc-curve): In-page section heading. - [Lift chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html#lift-chart): In-page section heading. - [Residuals](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html#residuals): In-page section heading. - [Prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html): Learn how to compute and retrieve prediction explanations for DataRobot models. - [Prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#prediction-explanations): In-page section heading. - [Quick reference](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#quick-reference): In-page section heading. - [List prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#list-prediction-explanations): In-page section heading. - [Initialize prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#initialize-prediction-explanations): In-page section heading. - [Compute prediction explanations on new data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#compute-prediction-explanations-on-new-data): In-page section heading. - [Compute prediction explanations on training data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#compute-prediction-explanations-on-training-data): In-page section heading. - [Get previously generated predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#get-previously-generated-predictions): In-page section heading. - [Retrieve prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#retrieve-prediction-explanations): In-page section heading. - [Adjusted predictions in prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#adjusted-predictions-in-prediction-explanations): In-page section heading. - [Multiclass/clustering prediction explanation modes](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#multiclassclustering-prediction-explanation-modes): In-page section heading. - [SHAP based prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#shap-based-prediction-explanations): In-page section heading. - [Rating table](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/rating_table.html): Learn how to download and upload rating tables for Generalized Additive Models. - [Rating table](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/rating_table.html#rating-table): In-page section heading. - [Download a rating table](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/rating_table.html#download-a-rating-table): In-page section heading. - [Upload a rating table](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/rating_table.html#uploading-a-rating-table): In-page section heading. - [SHAP insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/shap_insights.html): Learn how to compute and use SHAP (SHapley Additive exPlanations) insights for explaining model predictions. - [SHAP insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/shap_insights.html#shap-insights): In-page section heading. - [SHAP insights for custom models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/shap_insights.html#shap-insights-for-custom-models): In-page section heading. - [Jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html): Learn how to manage and monitor jobs in DataRobot projects, including model creation jobs and queue management. - [Jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#jobs): In-page section heading. - [Check the contents of the queue](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#check-the-contents-of-the-queue): In-page section heading. - [Cancel a job](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#cancel-a-job): In-page section heading. - [Retrieve results from a job](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#retrieve-results-from-a-job): In-page section heading. - [Get an existing model job](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#get-an-existing-model-job): In-page section heading. - [Get a created model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#get-a-created-model): In-page section heading. - [Async model creation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#async-model-creation): In-page section heading. - [Models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html): Learn how to train, retrieve, and analyze DataRobot models. - [Models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#models): In-page section heading. - [Start training a model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#start-training-a-model): In-page section heading. - [List finished models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#list-finished-models): In-page section heading. - [Retrieve a known model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#retrieve-a-known-model): In-page section heading. - [Retrieve the highest scoring model for a given metric](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#retrieve-the-highest-scoring-model-for-a-given-metric): In-page section heading. - [Train a model on a different sample size](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#train-a-model-on-a-different-sample-size): In-page section heading. - [Cross-validating a model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#cross-validating-a-model): In-page section heading. - [Find the features used](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#find-the-features-used): In-page section heading. - [Feature Impact](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#feature-impact): In-page section heading. - [Feature Effects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#feature-effects): In-page section heading. - [Predict new data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#predict-new-data): In-page section heading. - [Model IDs vs. blueprint IDs](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#model-ids-vs-blueprint-ids): In-page section heading. - [Model parameters](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#model-parameters): In-page section heading. - [Create a blender model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#create-a-blender-model): In-page section heading. - [Lift chart retrieval](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#lift-chart-retrieval): In-page section heading. - [ROC curve retrieval](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#roc-curve-retrieval): In-page section heading. - [Residuals chart retrieval](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#residuals-chart-retrieval): In-page section heading. - [Word cloud](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#word-cloud): In-page section heading. - [Scoring Code](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#scoring-code): In-page section heading. - [Get a model blueprint chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#get-a-model-blueprint-chart): In-page section heading. - [Get a model missing values report](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#get-a-model-missing-values-report): In-page section heading. - [Get a blueprint's documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#get-a-blueprints-documentation): In-page section heading. - [Request training predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#request-training-predictions): In-page section heading. - [Advanced tuning](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#advanced-tuning): In-page section heading. - [SHAP Feature Impact](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#shap-feature-impact): In-page section heading. - [Number of iterations trained](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#number-of-iterations-trained): In-page section heading. - [Model recommendation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html): Learn how to retrieve and work with DataRobot model recommendations for deployment. - [Model recommendation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#model-recommendation): In-page section heading. - [Retrieve all recommendations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#retrieve-all-recommendations): In-page section heading. - [Retrieve a default recommendation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#retrieve-a-default-recommendation): In-page section heading. - [Retrieve a specific recommendation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#retrieve-a-specific-recommendation): In-page section heading. - [Get recommended model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#get-recommended-model): In-page section heading. - [DataRobot Prime](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html): Learn how to use DataRobot Prime to download executable code that approximates models. - [DataRobot Prime](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html#datarobot-prime): In-page section heading. - [Approximate a model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html#approximate-a-model): In-page section heading. - [Prime models vs. models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html#prime-models-vs-models): In-page section heading. - [Retrieving Code from a PrimeModel](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html#retrieving-code-from-a-primemodel): In-page section heading. - [Projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html): Learn how to create, configure, and manage DataRobot projects for modeling. - [Projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#projects): In-page section heading. - [Create a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#create-a-project): In-page section heading. - [Select modeling parameters](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#select-modeling-parameters): In-page section heading. - [Start modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#start-modeling): In-page section heading. - [Interact with a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#interact-with-a-project): In-page section heading. - [Work with binary data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html): Learn how to work with binary data files in DataRobot projects. - [Work with binary data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#working-with-binary-data): In-page section heading. - [Prepare data for training](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#preparing-data-for-training): In-page section heading. - [Prepare data for predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#preparing-data-for-predictions): In-page section heading. - [Process images](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#process-images): In-page section heading. - [Process other binary files](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#processing-other-binary-files): In-page section heading. - [Composable ML](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html): Learn how to use custom tasks and composable ML in DataRobot. - [Composable ML](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html#composable-ml): In-page section heading. - [Manage custom tasks](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html#manage-custom-tasks): In-page section heading. - [Manage custom task versions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html#manage-custom-task-versions): In-page section heading. - [Prepare a custom task version for use](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html#prepare-a-custom-task-version-for-use): In-page section heading. - [Datetime partitioned projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html): Learn how to set up and work with datetime partitioned projects in DataRobot. - [Datetime partitioned projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#datetime-partitioned-projects): In-page section heading. - [Set up datetime partitioned projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#setting-up-a-datetime-partitioned-project): In-page section heading. - [Model with datetime partitioned projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#model-with-datetime-partitioned-projects): In-page section heading. - [Accuracy over time plots](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#accuracy-over-time-plots): In-page section heading. - [Dates, datetimes, and durations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#dates-datetimes-and-durations): In-page section heading. - [Specialized workflows](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/index.html): Alternative workflows for a variety of specialized data types. - [Specialized workflows](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/index.html#specialized-workflows): In-page section heading. - [Monotonic constraints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html): Learn how to use monotonic constraints in DataRobot models. - [Monotonic constraints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#monotonic-constraints): In-page section heading. - [Create feature lists](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#create-feature-lists): In-page section heading. - [Specify default monotonic constraints for a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#specify-default-monotonic-constraints-for-a-project): In-page section heading. - [Retrieve models and blueprints using monotonic constraints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#retrieve-models-and-blueprints-using-monotonic-constraints): In-page section heading. - [Train a model with specific monotonic constraints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#train-a-model-with-specific-monotonic-constraints): In-page section heading. - [Segmented modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html): Learn how to create and work with segmented modeling projects in DataRobot. - [Segmented modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html#segmented-modeling-projects): In-page section heading. - [Segment](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html#segment): In-page section heading. - [Segmentation task](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html#segmentation-task): In-page section heading. - [Combined model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html#combined-model): In-page section heading. - [Time series projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html): Learn how to set up and work with time series projects in DataRobot. - [Time series projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#time-series-projects): In-page section heading. - [Set up time series projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#setting-up-a-time-series-project): In-page section heading. - [Model data and time series features](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#model-data-and-time-series-features): In-page section heading. - [Make predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#make-predictions): In-page section heading. - [Calendars](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#calendars): In-page section heading. - [Datetime trend plots](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#datetime-trend-plots): In-page section heading. - [Prediction intervals](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#prediction-intervals): In-page section heading. - [Partial history predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#partial-history-predictions): In-page section heading. - [External baseline predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#external-baseline-predictions): In-page section heading. - [Time series data prep](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#time-series-data-prep): In-page section heading. - [Unsupervised projects (anomaly detection)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html): Learn how to create and work with unsupervised anomaly detection projects in DataRobot. - [Unsupervised projects (anomaly detection)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#unsupervised-projects-anomaly-detection): In-page section heading. - [Create unsupervised projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#create-unsupervised-projects): In-page section heading. - [Create time series unsupervised projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#create-time-series-unsupervised-projects): In-page section heading. - [Unsupervised project metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#unsupervised-project-metrics): In-page section heading. - [Estimate accuracy of unsupervised anomaly detection datetime partitioned models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#estimate-accuracy-of-unsupervised-anomaly-detection-datetime-partitioned-models): In-page section heading. - [Explain unsupervised time series anomaly detection model predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#explain-unsupervised-time-series-anomaly-detection-model-predictions): In-page section heading. - [Assess unsupervised anomaly detection models on external test sets](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#assess-unsupervised-anomaly-detection-models-on-external-test-sets): In-page section heading. - [Request external scores and insights (time series)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#request-external-scores-and-insights-time-series): In-page section heading. - [Request external scores and insights for AutoML models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#request-external-scores-and-insights-for-automl-models): In-page section heading. - [Retrieve external scores and insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#retrieve-external-scores-and-insights): In-page section heading. - [Unsupervised Projects (Clustering)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html): Learn how to create and work with unsupervised clustering projects in DataRobot. - [Unsupervised Projects (Clustering)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#unsupervised-projects-clustering): In-page section heading. - [Create unsupervised projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#create-unsupervised-projects): In-page section heading. - [Unsupervised clustering project metric](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#unsupervised-clustering-project-metric): In-page section heading. - [Retrieve information about clusters](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#retrieve-information-about-clusters): In-page section heading. - [Work with cluster insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#work-with-cluster-insights): In-page section heading. - [Work with clusters](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#work-with-clusters): In-page section heading. - [Clustering classes reference](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#clustering-classes-reference): In-page section heading. - [Visual AI projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html): Learn how to create and work with Visual AI projects using image data in DataRobot. - [Visual AI projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html#visual-ai-projects): In-page section heading. - [Create a Visual AI project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html#create-a-visual-ai-project): In-page section heading. - [Start modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html#start-modeling): In-page section heading. - [Interact with a Visual AI project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html#interact-with-a-visual-ai-project): In-page section heading. - [Batch predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html): The batch prediction API provides a way to score large datasets using flexible options for intake and output on the Prediction Servers you have already deployed. - [Batch predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#batch-predictions): In-page section heading. - [Make batch predictions with a deployment](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#make-batch-predictions-with-a-deployment): In-page section heading. - [Scoring local CSV files](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-local-csv-files): In-page section heading. - [Scoring from and to S3](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-from-and-to-s3): In-page section heading. - [Scoring from and to Azure Cloud Storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-from-and-to-azure-cloud-storage): In-page section heading. - [Scoring from and to Google Cloud Platform](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-from-and-to-google-cloud-platform): In-page section heading. - [Manually configure a batch prediction job](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#manually-configure-a-batch-prediction-job): In-page section heading. - [Copy a previously submitted job](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#copy-a-previously-submitted-job): In-page section heading. - [Scoring an in-memory Pandas DataFrame](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-an-in-memory-pandas-dataframe): In-page section heading. - [Batch prediction job definitions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#batch-prediction-job-definitions): In-page section heading. - [Job definitions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#job-definitions): In-page section heading. - [Execute a job definition](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#execute-a-job-definition): In-page section heading. - [The schedule payload](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#the-schedule-payload): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/index.html): The following sections describe the components to making predictions in DataRobot: - [Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/index.html#predictions): In-page section heading. - [Predict job](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html): Making predictions is an asynchronous process. This means that when starting predictions withModel.request_predictions()you will receive aPredictJobobject in return for tracking the process respons... - [Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#predictions): In-page section heading. - [Start making predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#start-making-predictions): In-page section heading. - [Listing Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#listing-predictions): In-page section heading. - [Get an existing PredictJob](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#get-an-existing-predictjob): In-page section heading. - [Get generated predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#get-generated-predictions): In-page section heading. - [Retrieve results](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#retrieve-results): In-page section heading. - [Get previously generated predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#get-previously-generated-predictions): In-page section heading. - [Quick reference](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#quick-reference): In-page section heading. - [Python code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/index.html): Review comprehensive workflows, notebooks, and tutorials that help you find complete examples of common data science and machine learning workflows. - [Python code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/index.html#python-code-examples): In-page section heading. - [Generate advanced model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html): This notebook explores model insights available for DataRobot's Python client. You can download this notebook using the icon in the top right of the page. Download the dataset used in this notebook... - [Generate advanced model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html#generate-advanced-model-insights): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html#setup): In-page section heading. - [Modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html#modeling): In-page section heading. - [Model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html#model-insights): In-page section heading. - [Configure datetime partitioning](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/datetime-v3.html): This notebook outlines how to usedatetime partitioningwith version 3.0 of DataRobot's Python client. - [Configure datetime partitioning](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/datetime-v3.html#configure-datetime-partitioning): In-page section heading. - [Advanced Feature Selection using Feature Importance Rank Ensembling (FIRE)](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/Feature-Importance-Rank-Ensembling.html): This notebook shows the benefits ofFIRE, advanced feature selection that uses median rank aggregation of feature impacts across several models created during a run of Autopilot. - [Advanced Feature Selection using Feature Importance Rank Ensembling (FIRE)](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/Feature-Importance-Rank-Ensembling.html#advanced-feature-selection-using-feature-importance-rank-ensembling-fire): In-page section heading. - [Feature selection notebooks](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/index.html): Review notebooks that outline feature selection. - [Feature selection notebooks](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/index.html#feature-selection-notebooks): In-page section heading. - [Advanced feature selection with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html): This notebooks shows how you can use DataRobot's Python client to accomplish feature selection by creating aggregated Feature Impact using models created during Autopilot. For more information abou... - [Advanced feature selection with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#advanced-feature-selection-with-python): In-page section heading. - [Requirements](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#requirements): In-page section heading. - [Import libraries](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#import-libraries): In-page section heading. - [Select models](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#select-models): In-page section heading. - [Create a dataframe](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#create-a-dataframe): In-page section heading. - [View rankings and distribution](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#view-rankings-and-distribution): In-page section heading. - [Create a new feature list](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#create-a-new-feature-list): In-page section heading. - [Modeling code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/index.html): Review comprehensive workflows, notebooks, and tutorials that help you find complete examples of common data science and machine learning workflows for modeling. - [Modeling code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/index.html#modeling-code-examples): In-page section heading. - [Migrate a model to a new cluster](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html): This notebook demonstrates how to migrate a model from one DataRobot cluster to another of the same version. - [Migrate a model to a new cluster](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#migrate-a-model-to-a-new-cluster): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#setup): In-page section heading. - [Download the deployed model package](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#download-the-deployed-model-package): In-page section heading. - [Upload the model to the Model Registry](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#upload-the-model-to-the-model-registry): In-page section heading. - [Find the dedicated prediction engine ID](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#find-the-dedicated-prediction-engine-id): In-page section heading. - [Create a new deployment from the target model package](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#create-a-new-deployment-from-the-target-model-package): In-page section heading. - [DataRobot v7.x extra steps](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#datarobot-v7x-extra-steps): In-page section heading. - [Copyright 2023 DataRobot Inc. All Rights Reserved.](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#copyright-2023-datarobot-inc-all-rights-reserved): In-page section heading. - [Build a model factory](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/model-factory.html): A model factory is a system or set of procedures that automatically generate predictive models with little to no human intervention. Model factories can have multiple layers of complexity, called m... - [Build a model factory](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/model-factory.html#build-a-model-factory): In-page section heading. - [Create a mini model factory](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/model-factory.html#create-a-mini-model-factory): In-page section heading. - [Python modeling workflow overview](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html): This code example outlines how to useDataRobot's Python API clientto train and experiment with models. It also offers ideas for integrating DataRobot with other products via the API. - [Python modeling workflow overview](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#python-modeling-workflow-overview): In-page section heading. - [Data used for this example](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#data-used-for-this-example): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#setup): In-page section heading. - [Create a project and train models with Autopilot](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#create-a-project-and-train-models-with-autopilot): In-page section heading. - [Experiment to get better results](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#experiment-to-get-better-results): In-page section heading. - [In-depth model evaluation](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#in-depth-model-evaluation): In-page section heading. - [Deploy a model](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#deploy-a-model): In-page section heading. - [Make batch predictions with Azure Blob storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html): Use the DataRobot Python Client package to set up a batch prediction job that reads an input file for scoring from Azure Blob storage and then writes the results back to Azure. - [Make batch predictions with Azure Blob storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#make-batch-predictions-with-azure-blob-storage): In-page section heading. - [Requirements](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#takeaways): In-page section heading. - [Create stored credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#create-stored-credentials): In-page section heading. - [Run the prediction job](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#run-the-prediction-job): In-page section heading. - [Documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#documentation): In-page section heading. - [Using the batch prediction API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html): This notebook demonstrates how to use DataRobot's batch prediction API to score large datasets with a deployed DataRobot model. - [Using the batch prediction API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#using-the-batch-prediction-api): In-page section heading. - [Requirements](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#requirements): In-page section heading. - [Connect to DataRobot](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#connect-to-datarobot): In-page section heading. - [Set the deployment ID](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#set-the-deployment-id): In-page section heading. - [Determine input and output options](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#determine-input-and-output-options): In-page section heading. - [Batch prediction scoring examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#batch-prediction-scoring-examples): In-page section heading. - [ESG score predictions with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html): This notebook walks through Python code from an example application that uses DataRobot to predict the Environmental, Societal, and Corporate (ESG) scores for stocks. After completing this lab, you... - [ESG score predictions with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#esg-score-predictions-with-python): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#setup): In-page section heading. - [Explore the training data](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#explore-the-training-data): In-page section heading. - [Upload data](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#upload-data): In-page section heading. - [Modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#modeling): In-page section heading. - [Calculate ESG scores for a dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#calculate-esg-scores-for-a-dataset): In-page section heading. - [Recap](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#recap): In-page section heading. - [Make batch predictions with Google Cloud storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html): Learn how to make and write predictions to Google Cloud Storage. - [Make batch predictions with Google Cloud storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#make-batch-predictions-with-google-cloud-storage): In-page section heading. - [Requirements](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#requirements): In-page section heading. - [Configure a GCP service account](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#configure-a-gcp-service-account): In-page section heading. - [Create stored credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#create-stored-credentials): In-page section heading. - [Run the prediction job](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#run-the-prediction-job): In-page section heading. - [Documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#documentation): In-page section heading. - [Prediction code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/index.html): Review comprehensive workflows, notebooks, and tutorials that help you find complete examples of prediction workflows. - [Prediction code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/index.html#prediction-code-examples): In-page section heading. - [Schedule predictions with a JDBC database](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/jdbc-nb.html): Making predictions on a daily or monthly basis is a manual, time-consuming, and cumbersome process. Batch predictions are commonly used when you have to score new records over a certain frame of ti... - [Schedule predictions with a JDBC database](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/jdbc-nb.html#schedule-predictions-with-a-jdbc-database): In-page section heading. - [Make Visual AI predictions via the API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html): Learn how to make predictions on Visual AI projects with API calls. - [Make Visual AI predictions via the API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#make-visual-ai-predictions-via-the-api): In-page section heading. - [Takeaways](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#takeaways): In-page section heading. - [Predictions workflow](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#predictions-workflow): In-page section heading. - [Learn More](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#learn-more): In-page section heading. - [Documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#documentation): In-page section heading. - [Bolt-on governance with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html): When DataRobot refers to "Bolt on Governance", it means wrapping a large language model endpoint in a DataRobot deployment, allowing you to engage with it through a DataRobot API token. In exchange... - [Bolt-on governance with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#bolt-on-governance-with-pulumi): In-page section heading. - [Initialize the environment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#initialize-the-environment): In-page section heading. - [Set up a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#set-up-a-project): In-page section heading. - [Declarative LLM deployment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#declarative-llm-deployment): In-page section heading. - [Run the stack](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#run-the-stack): In-page section heading. - [Clear your work](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#clear-your-work): In-page section heading. - [Deploy a custom model with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html): This notebook outlines how to use Pulumi to deploy a scikit learn classifier in two easy stages. - [Deploy a custom model with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#deploy-a-custom-model-with-pulumi): In-page section heading. - [Initialize the environment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#initialize-the-environment): In-page section heading. - [Set up a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#set-up-a-project): In-page section heading. - [Declarative custom model deployment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#declarative-custom-model-deployment): In-page section heading. - [Run the stack](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#run-the-stack): In-page section heading. - [Clear your work](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#clear-your-work): In-page section heading. - [Deploy a custom application with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html): This notebook outlines how to use Pulumi to deploy a custom application in two easy steps. - [Deploy a custom application with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#deploy-a-custom-application-with-pulumi): In-page section heading. - [Initialize the environment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#initialize-the-environment): In-page section heading. - [Set up a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#set-up-a-project): In-page section heading. - [2. Declarative App Deployment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#2-declarative-app-deployment): In-page section heading. - [Run the stack](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#run-the-stack): In-page section heading. - [Clear your work](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#clear-your-work): In-page section heading. - [Pulumi code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/index.html): Review comprehensive workflows, notebooks, and tutorials that help you find complete examples of how to execute Pulumi tasks with DataRobot. - [Pulumi code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/index.html#pulumi-code-examples): In-page section heading. - [Troubleshooting the Python client](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-help.html): Review cases that can cause issues with using the Python client and known fixes. - [Troubleshooting the Python client](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-help.html#troubleshooting-the-python-client): In-page section heading. - [Use Cases](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/index.html): The Use Cases section provides details on how to utilize and manage DataRobot Use Cases in your Python code. - [Use Cases](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/index.html#use-cases): In-page section heading. - [Use cases](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html): Use Cases are folder-like containers in DataRobot Workbench that allow you to group all assets related to solving a specific business problem inside of a single, manageable entity. These assets inc... - [Use Cases](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#use-cases): In-page section heading. - [Add to a Use Case](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#add-to-a-use-case): In-page section heading. - [Configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#configuration): In-page section heading. - [Sharing](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#sharing): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#overview): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#examples): In-page section heading. - [Looking beyond a Use Case](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#looking-beyond-a-use-case): In-page section heading. - [REST API code examples](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/index.html): Review comprehensive workflows, notebooks, and tutorials that help you find complete examples of common data science and machine learning workflows. - [REST API code examples](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/index.html#rest-api-code-examples): In-page section heading. - [Create a multiseries project](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/multi-rest.html): This notebook outlines how to create a DataRobot project and begin modeling for a multiseries time series project with DataRobot's REST API. - [Create a multiseries project](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/multi-rest.html#create-a-multiseries-project): In-page section heading. - [Fetch metadata from prediction jobs](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/pred-metadata.html): This notebook outlines how to retrieve metadata from prediction jobs with DataRobot's REST API. - [Fetch metadata from prediction jobs](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/pred-metadata.html#fetch-metadata-from-prediction-jobs): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/pred-metadata.html#setup): In-page section heading. - [Create a clustering project](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/rest-cluster.html): This notebook outlines how to create a clustering project and initiate Autopilot in Manual mode via DataRobot's REST API. Manual mode allows you to select and train specific blueprints for modeling... - [Create a clustering project](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/rest-cluster.html#create-a-clustering-project): In-page section heading. - [API reference](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html): REST API reference including endpoints, schemas, and HTTP status codes. - [API reference](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html#api-reference): In-page section heading. - [Authentication](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html#authentication): In-page section heading. - [Base URLs](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html#base-urls): In-page section heading. - [Workload endpoints](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html#workload-endpoints): In-page section heading. - [Artifact endpoints](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html#artifact-endpoints): In-page section heading. - [Deployment endpoints](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html#deployment-endpoints): In-page section heading. - [Schema reference](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html#schema-reference): In-page section heading. - [HTTP status codes](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/api-reference.html#http-status-codes): In-page section heading. - [Best practices and troubleshooting](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/best-practices.html): Container design, production deployments, security, and common issues. - [Best practices and troubleshooting](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/best-practices.html#best-practices): In-page section heading. - [Best practices](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/best-practices.html#best-practices-section): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/best-practices.html#troubleshooting): In-page section heading. - [Getting started](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/getting-started.html): Deploy your first container. - [Getting started: Run a test container](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/getting-started.html#getting-started): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/getting-started.html#prerequisites): In-page section heading. - [Set environment variables](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/getting-started.html#set-environment-variables): In-page section heading. - [Step 1: Deploy the whoami container](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/getting-started.html#step-1-deploy-whoami): In-page section heading. - [Step 2: Monitor workload status](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/getting-started.html#step-2-monitor-status): In-page section heading. - [Step 3: Access the running service](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/getting-started.html#step-3-access-service): In-page section heading. - [Step 4: Stop the running workload](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/getting-started.html#step-4-stop-workload): In-page section heading. - [Workload API](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/index.html): Deploy AI workloads on DataRobot using a unified compute abstraction for containerized services. - [Workload API](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/index.html#workload-api): In-page section heading. - [Documentation overview](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/index.html#documentation-overview): In-page section heading. - [Quick links](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/index.html#quick-links): In-page section heading. - [Monitoring and observability](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/monitoring.html): OpenTelemetry integration, metrics, logs, and traces. - [Monitoring and observability](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/monitoring.html#monitoring): In-page section heading. - [Available metrics](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/monitoring.html#available-metrics): In-page section heading. - [Accessing logs and traces](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/monitoring.html#accessing-logs-and-traces): In-page section heading. - [API access to telemetry](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/monitoring.html#api-access-telemetry): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html): Core concepts, object model, and design principles. - [Overview](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#overview): In-page section heading. - [Core concepts](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#core-concepts): In-page section heading. - [Artifact lifecycle](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#artifact-lifecycle): In-page section heading. - [Artifact types](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#artifact-types): In-page section heading. - [Workloads](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#workloads): In-page section heading. - [Deployments](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#deployments): In-page section heading. - [Resource bundles](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#resource-bundles): In-page section heading. - [Current capabilities and limitations](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#capabilities-and-limitations): In-page section heading. - [Design principles](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/overview.html#design-principles): In-page section heading. - [Tutorials](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/index.html): Step-by-step tutorials for the Workload API. - [Tutorials](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/index.html#tutorials): In-page section heading. - [Iterate then deploy](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-iterate.html): Development-to-production workflow where you iterate on a workload with a draft artifact, then register it and create a governed deployment. - [Iterate then deploy](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-iterate.html#tutorial-iterate): In-page section heading. - [Workflow overview](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-iterate.html#workflow-overview): In-page section heading. - [Step 1: Create a development workload](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-iterate.html#step-1-create-workload): In-page section heading. - [Step 2: Iterate on the artifact](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-iterate.html#step-2-iterate): In-page section heading. - [Step 3: Lock artifact for production](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-iterate.html#step-3-lock-artifact): In-page section heading. - [Step 4: Create production deployment](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-iterate.html#step-4-create-deployment): In-page section heading. - [Key concepts](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-iterate.html#key-concepts): In-page section heading. - [Deploy a production-ready artifact](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html): Deploy a containerized AI service via the Workload API and link it to a DataRobot Deployment for governance. - [Deploy production-ready artifact](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#tutorial-production): In-page section heading. - [What you'll deploy](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#what-were-deploying): In-page section heading. - [Workflow overview](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#workflow-overview): In-page section heading. - [API base URLs](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#api-base-urls): In-page section heading. - [Step 1: Create a workload](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#step-1-create-workload): In-page section heading. - [Step 2: Monitor status](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#step-2-monitor-status): In-page section heading. - [Step 3: Test the workload](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#step-3-test-workload): In-page section heading. - [Step 4: Create a deployment](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#step-4-create-deployment): In-page section heading. - [Step 5: Invoke via deployment endpoint](https://docs.datarobot.com/en/docs/api/dev-learning/workload-api/tutorials/tutorial-production.html#step-5-invoke-via-deployment): In-page section heading. - [Developer documentation](https://docs.datarobot.com/en/docs/api/index.html): Use the REST and Python APIs and a variety of code-first tools to develop models. - [Developer documentation](https://docs.datarobot.com/en/docs/api/index.html#developer-documentation): In-page section heading. - [Time series](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html): Outlines how to set up batch predictions for time series models. Includes settings details and code examples. - [Time series](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html#time-series): In-page section heading. - [Time series batch prediction settings](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html#time-series-batch-prediction-settings): In-page section heading. - [Prediction type](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html#prediction-type): In-page section heading. - [Requirements for the scoring dataset](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html#requirements-for-the-scoring-dataset): In-page section heading. - [Troubleshooting Batch Prediction jobs](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html): A list of common issues that occur with Batch Prediction jobs, and how to resolve them. - [Troubleshooting](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#troubleshooting): In-page section heading. - [A job is stuck inINITIALIZING](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#a-job-is-stuck-in-initializing): In-page section heading. - [A job is stuck inRUNNING](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#a-job-is-stuck-in-running): In-page section heading. - [A job wasABORTED](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#a-job-was-aborted): In-page section heading. - [HTTP 406was returned when uploading a CSV file for local file intake](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#http-406-was-returned-when-uploading-a-csv-file-for-local-file-intake): In-page section heading. - [HTTP 422was returned when uploading a CSV file for local file intake](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#http-422-was-returned-when-uploading-a-csv-file-for-local-file-intake): In-page section heading. - [Intake stream error due to date format mismatch in Oracle JDBC scoring data](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#intake-stream-error-due-to-date-format-mismatch-in-oracle-jdbc-scoring-data): In-page section heading. - [The network connection broke while uploading a dataset for local file intake](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#the-network-connection-broke-while-uploading-a-dataset-for-local-file-intake): In-page section heading. - [The network connection became unavailable while downloading the scoring data for local file output](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#the-network-connection-became-unavailable-while-downloading-the-scoring-data-for-local-file-output): In-page section heading. - [HTTP 404was returned while trying to download scored data](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#http-404-was-returned-while-trying-to-download-scored-data): In-page section heading. - [HTTP 406was returned when trying to download scored data](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#http-406-was-returned-when-trying-to-download-scored-data): In-page section heading. - [CREATE_TABLEscoring fails due to unsupported output column name formats](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#create_table-scoring-fails-due-to-unsupported-output-column-name-formats): In-page section heading. - [Possible causes forHTTP 422on job creation](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#possible-causes-for-http-422-on-job-creation): In-page section heading. - [Batch Prediction API](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html): The Batch Prediction API provides flexible options for scoring large datasets using the prediction servers you have already deployed. - [Batch Prediction API](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#batch-prediction-api): In-page section heading. - [Limits](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#limits): In-page section heading. - [Concurrent jobs](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#concurrent-jobs): In-page section heading. - [Data pipeline](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#data-pipeline): In-page section heading. - [Concurrent scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#concurrent-scoring): In-page section heading. - [Job states](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#job-states): In-page section heading. - [Store credentials securely](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#store-credentials-securely): In-page section heading. - [CSV format](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#csv-format): In-page section heading. - [Model monitoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#model-monitoring): In-page section heading. - [Override the default prediction instance](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#override-the-default-prediction-instance): In-page section heading. - [Consistent scoring with updated model](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#consistent-scoring-with-updated-model): In-page section heading. - [Template variables](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#template-variables): In-page section heading. - [API Reference](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#api-reference): In-page section heading. - [Prediction intake options](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html): Configure batch prediction data sources (intake) with the Job Definitions UI or the Batch Prediction API. - [Prediction intake options](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#prediction-intake-options): In-page section heading. - [Local file streaming](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#local-file-streaming): In-page section heading. - [HTTP scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#http-scoring): In-page section heading. - [JDBC scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#jdbc-scoring): In-page section heading. - [SAP Datasphere scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#sap-datasphere-scoring): In-page section heading. - [Databricks scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#databricks-scoring): In-page section heading. - [Trino scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#trino-scoring): In-page section heading. - [Azure Blob Storage scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#azure-blob-storage-scoring): In-page section heading. - [Google Cloud Storage scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#google-cloud-storage-scoring): In-page section heading. - [Amazon S3 scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#amazon-s3-scoring): In-page section heading. - [BigQuery scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#bigquery-scoring): In-page section heading. - [Snowflake scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#snowflake-scoring): In-page section heading. - [Azure Synapse scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#azure-synapse-scoring): In-page section heading. - [AI Catalog / Data Registry dataset scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#ai-catalog-data-registry-dataset-scoring): In-page section heading. - [Wrangler recipe dataset scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#wrangler-recipe-dataset-scoring): In-page section heading. - [Batch Prediction job definitions](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-definitions.html): How to submit a working Batch Prediction job. You must supply a variety of elements to the POST request payload depending on the type of prediction. - [Batch Prediction job definitions](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-definitions.html#batch-prediction-job-definitions): In-page section heading. - [Job Definitions API](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-definitions.html#job-definitions-api): In-page section heading. - [Execute a Job Definition](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-definitions.html#execute-a-job-definition): In-page section heading. - [Schedule Batch Prediction jobs](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html): How to create a definition and schedule the execution of a Batch Prediction job. - [Schedule Batch Prediction jobs](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html#schedule-batch-prediction-jobs): In-page section heading. - [Schedule a job definition](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html#schedule-a-job-definition): In-page section heading. - [Disable a scheduled job](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html#disable-a-scheduled-job): In-page section heading. - [Limitations](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html#limitations): In-page section heading. - [Predictions on large datasets](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/large-preds-api.html): Walk through an example of making predictions on a large dataset using the Batch Prediction API. - [Predictions on large datasets](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/large-preds-api.html#predictions-on-large-datasets): In-page section heading. - [Output formats](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html): Review the output formats for the predictions DataRobot returns in a columnar table format. - [Output format](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#output-format): In-page section heading. - [Regression models](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#regression-models): In-page section heading. - [Binary classification models](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#binary-classification-models): In-page section heading. - [Multiclass classification models](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#multiclass-classification-models): In-page section heading. - [Time series models](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#time-series-models): In-page section heading. - [Prediction status](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#prediction-status): In-page section heading. - [Prediction warnings](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#prediction-warnings): In-page section heading. - [Deployment approval status](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#deployment-approval-status): In-page section heading. - [Prediction Explanations](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#prediction-explanations): In-page section heading. - [Passthrough columns](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#passthrough-columns): In-page section heading. - [Association ID](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#association-id): In-page section heading. - [Output filters](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#output-filters): In-page section heading. - [Column name remapping](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#column-name-remapping): In-page section heading. - [Prediction output options](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html): Configure batch prediction destinations (output) with the Job Definitions UI or the Batch Prediction API. - [Prediction output options](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#prediction-output-options): In-page section heading. - [Local file streaming](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#local-file-streaming): In-page section heading. - [HTTP write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#http-write): In-page section heading. - [JDBC write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#jdbc-write): In-page section heading. - [SAP Datasphere write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#sap-datasphere-write): In-page section heading. - [Databricks write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#databricks-write): In-page section heading. - [Trino write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#trino-write): In-page section heading. - [Azure Blob Storage write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#azure-blob-storage-write): In-page section heading. - [Google Cloud Storage write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#google-cloud-storage-write): In-page section heading. - [Amazon S3 write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#amazon-s3-write): In-page section heading. - [BigQuery write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#bigquery-write): In-page section heading. - [Snowflake write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#snowflake-write): In-page section heading. - [Azure Synapse write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#azure-synapse-write): In-page section heading. - [Batch prediction use cases](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html): Examine several end-to-end examples of scoring with API code for both CSV files and external services. - [Batch prediction use cases](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#batch-prediction-use-cases): In-page section heading. - [End-to-end scoring of CSV files from local files](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-of-csv-files-from-local-files): In-page section heading. - [End-to-end scoring of CSV files on S3](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-of-csv-files-on-s3): In-page section heading. - [AI Catalog-to-CSV file scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#ai-catalog-to-csv-file-scoring): In-page section heading. - [End-to-end scoring from a JDBC PostgreSQL database](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-from-a-jdbc-postgresql-database): In-page section heading. - [End-to-end scoring with Snowflake](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-with-snowflake): In-page section heading. - [End-to-end scoring with Synapse](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-with-synapse): In-page section heading. - [End-to-end scoring with BigQuery](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-with-bigquery): In-page section heading. - [API changelogs](https://docs.datarobot.com/en/docs/api/reference/changelogs/index.html): Reference the changes introduced to new versions of DataRobot's Python client, R client, and REST API. - [API changelogs](https://docs.datarobot.com/en/docs/api/reference/changelogs/index.html#api-changelogs): In-page section heading. - [Python client changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html): This was an experimental release and is subsumed by 3.10.0rc0. - [Python client changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#python-client-changelog): In-page section heading. - [3.15.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3150): In-page section heading. - [3.14.0rc2](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3140rc2): In-page section heading. - [3.13.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3130): In-page section heading. - [3.12.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3120): In-page section heading. - [3.11.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3110): In-page section heading. - [3.10.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3100): In-page section heading. - [3.10.0b0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3100b0): In-page section heading. - [3.9.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#391): In-page section heading. - [3.9.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#390): In-page section heading. - [3.8.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#380): In-page section heading. - [3.7.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#370): In-page section heading. - [3.6.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#360): In-page section heading. - [3.5.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#350): In-page section heading. - [3.4.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#341): In-page section heading. - [3.4.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#340): In-page section heading. - [3.3.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#330): In-page section heading. - [3.2.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#320): In-page section heading. - [3.1.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#311): In-page section heading. - [3.1.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#310): In-page section heading. - [3.0.3](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#303): In-page section heading. - [3.0.2](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#302): In-page section heading. - [3.0.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#301): In-page section heading. - [3.0.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#300): In-page section heading. - [2.29.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2290): In-page section heading. - [2.28.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2280): In-page section heading. - [2.27.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2270): In-page section heading. - [2.26.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2260): In-page section heading. - [2.25.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2250): In-page section heading. - [2.24.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2240): In-page section heading. - [2.23.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2230): In-page section heading. - [2.22.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2221): In-page section heading. - [2.21.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2210): In-page section heading. - [2.20.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2200): In-page section heading. - [2.19.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2190): In-page section heading. - [2.18.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2180): In-page section heading. - [2.17.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2170): In-page section heading. - [2.16.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2160): In-page section heading. - [2.15.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2151): In-page section heading. - [2.15.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2150): In-page section heading. - [2.14.2](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2142): In-page section heading. - [2.14.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2141): In-page section heading. - [2.14.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2140): In-page section heading. - [2.13.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2130): In-page section heading. - [2.12.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2120): In-page section heading. - [2.11.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2110): In-page section heading. - [2.9.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#290): In-page section heading. - [2.8.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#281): In-page section heading. - [2.8.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#280): In-page section heading. - [2.7.2](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#272): In-page section heading. - [2.7.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#271): In-page section heading. - [2.7.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#270): In-page section heading. - [2.6.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#261): In-page section heading. - [2.6.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#260): In-page section heading. - [2.5.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#251): In-page section heading. - [2.5.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#250): In-page section heading. - [2.4.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#240): In-page section heading. - [2.3.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#230): In-page section heading. - [2.2.33](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2233): In-page section heading. - [2.2.32](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2232): In-page section heading. - [2.1.31](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2131): In-page section heading. - [2.1.30](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2130_1): In-page section heading. - [2.1.29](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2129): In-page section heading. - [2.1.28](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2128): In-page section heading. - [2.0.27](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2027): In-page section heading. - [0.2.26](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0226): In-page section heading. - [0.2.25](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0225): In-page section heading. - [0.2.24](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0224): In-page section heading. - [0.1.24](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0124): In-page section heading. - [0.1.23](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0123): In-page section heading. - [0.1.22](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0122): In-page section heading. - [0.1.21](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0121): In-page section heading. - [0.1.20](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0120): In-page section heading. - [0.1.19](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0119): In-page section heading. - [0.1.18](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0118): In-page section heading. - [0.1.17](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0117): In-page section heading. - [0.1.16](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0116): In-page section heading. - [0.1.15](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0115): In-page section heading. - [0.1.14](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0114): In-page section heading. - [0.1.13](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0113): In-page section heading. - [0.1.12](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0112): In-page section heading. - [0.1.11](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0111): In-page section heading. - [0.1.10](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0110): In-page section heading. - [0.1.9](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#019): In-page section heading. - [R client changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html): Reference the changes introduced to new versions of DataRobot's R client. - [R client changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-changelog): In-page section heading. - [R client v2.18.7](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v2187): In-page section heading. - [R client v2.18.6](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v2186): In-page section heading. - [R client v2.18.5](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v2185): In-page section heading. - [R client v2.18.4](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v2184): In-page section heading. - [R client v2.31](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v231): In-page section heading. - [REST API changelogs](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html): Reference the changes introduced to new versions of DataRobot's REST API. - [REST API changelogs](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#api-changelogs): In-page section heading. - [v2.43 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v243-changelog): In-page section heading. - [v2.42 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v242-changelog): In-page section heading. - [v2.41 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v241-changelog): In-page section heading. - [v2.40 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v240-changelog): In-page section heading. - [v2.39 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v239-changelog): In-page section heading. - [v2.38 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v238-changelog): In-page section heading. - [v2.37 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v237-changelog): In-page section heading. - [v2.36 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v236-changelog): In-page section heading. - [v2.35 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v235-changelog): In-page section heading. - [v2.34 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v234-changelog): In-page section heading. - [API reference](https://docs.datarobot.com/en/docs/api/reference/index.html): Review the reference documentation available for DataRobot's APIs. - [API reference](https://docs.datarobot.com/en/docs/api/reference/index.html#api-reference): In-page section heading. - [Make predictions with the API](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html): This section describes how to use DataRobot's Prediction API to make predictions using serverless prediction environments. - [Make predictions with the API](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#make-predictions-with-the-api): In-page section heading. - [Making predictions](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#making-predictions): In-page section heading. - [Using persistent HTTP connections](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#using-persistent-http-connections): In-page section heading. - [Prediction inputs](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#prediction-inputs): In-page section heading. - [Prediction outputs](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#prediction-outputs): In-page section heading. - [Prediction objects](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#prediction-objects): In-page section heading. - [Making predictions with time series](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#making-predictions-with-time-series): In-page section heading. - [Making Prediction Explanations](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#making-prediction-explanations): In-page section heading. - [Making predictions with humility monitoring](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#making-predictions-with-humility-monitoring): In-page section heading. - [Error responses](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#error-responses): In-page section heading. - [Knowing the limitations](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#knowing-the-limitations): In-page section heading. - [Best practices for the fastest predictions](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#best-practices-for-the-fastest-predictions): In-page section heading. - [Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/index.html): DataRobot's Prediction API provides a mechanism for using your model for real-time predictions via serverless prediction environments. - [Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/index.html#prediction-api): In-page section heading. - [Deprecated API routes](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html): An overview of DataRobot's deprecated Prediction API routes, with a complete list of the specific deprecated POST and GET requests and their replacements. - [Deprecated API routes](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html#deprecated-api-routes): In-page section heading. - [Deprecated Prediction API routes](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html#deprecated-prediction-api-routes): In-page section heading. - [Request examples for legacy Prediction API routes](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html#request-examples-for-legacy-prediction-api-routes): In-page section heading. - [Tracking deprecated routes usage](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html#tracking-deprecated-routes-usage): In-page section heading. - [Make predictions with the API](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html): This section describes how to use DataRobot's Prediction API to make predictions on a dedicated prediction server. - [Make predictions with the API](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#make-predictions-with-the-api): In-page section heading. - [Making predictions](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#making-predictions): In-page section heading. - [Using persistent HTTP connections](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#using-persistent-http-connections): In-page section heading. - [Prediction inputs](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#prediction-inputs): In-page section heading. - [Prediction outputs](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#prediction-outputs): In-page section heading. - [Prediction objects](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#prediction-objects): In-page section heading. - [Making predictions with time series](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#making-predictions-with-time-series): In-page section heading. - [Making Prediction Explanations](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#making-prediction-explanations): In-page section heading. - [Making predictions with humility monitoring](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#making-predictions-with-humility-monitoring): In-page section heading. - [Error responses](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#error-responses): In-page section heading. - [Knowing the limitations](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#knowing-the-limitations): In-page section heading. - [Best practices for the fastest predictions](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#best-practices-for-the-fastest-predictions): In-page section heading. - [Dedicated Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/index.html): DataRobot's Prediction API provides a mechanism for using your model for real-time predictions on a prediction server. - [Prediction API (Dedicated)](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/index.html#prediction-api): In-page section heading. - [Predictions for unstructured model deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html): Using a specified endpoint, calculates predictions based on user-provided data for a specific unstructured model deployment. - [Predictions for unstructured model deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html#predictions-for-unstructured-model-deployments): In-page section heading. - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html#request-parameters): In-page section heading. - [Response 200](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html#response-200): In-page section heading. - [Errors list](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html#errors-list): In-page section heading. - [Predictions for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html): Using a specified endpoint, calculates predictions based on user-provided data for a specific deployment. - [Predictions for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html#predictions-for-deployments): In-page section heading. - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html#request-parameters): In-page section heading. - [Response 200](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html#response-200): In-page section heading. - [Errors list](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html#errors-list): In-page section heading. - [Prediction Explanations for deployment](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-predex.html): Using a specified endpoint, makes predictions on a given deployment and provides explanations. - [Prediction Explanations for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-predex.html#prediction-explanations-for-deployments): In-page section heading. - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-predex.html#request-parameters): In-page section heading. - [Errors List](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-predex.html#errors-list): In-page section heading. - [Dedicated Prediction API reference](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/index.html): This reference provides additional documentation for the Prediction API. It lists the methods, input and output parameters, and errors that the API may return. - [Dedicated Prediction API reference](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/index.html#dedicated-prediction-api-reference): In-page section heading. - [General errors for Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/index.html#general-errors-for-prediction-api): In-page section heading. - [Prediction API infinity behavior](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/index.html#prediction-api-infinity-behavior): In-page section heading. - [Ping health check](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/ping.html): Health check to determine if the service is - [Ping health check](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/ping.html#ping-health-check): In-page section heading. - [Time series predictions for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/time-pred.html): Make time series predictions for a deployed model. - [Time series predictions for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/time-pred.html#time-series-predictions-for-deployments): In-page section heading. - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/time-pred.html#request-parameters): In-page section heading. - [Errors List](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/time-pred.html#errors-list): In-page section heading. - [Predictions for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html): Using a specified endpoint, calculates predictions based on user-provided data for a specific deployment. - [Predictions for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html#predictions-for-deployments-serverless): In-page section heading. - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html#request-parameters): In-page section heading. - [Response 200](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html#response-200): In-page section heading. - [Errors list](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html#errors-list): In-page section heading. - [Prediction Explanations for deployment (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-predex.html): Using a specified endpoint, makes predictions on a given deployment and provides explanations. - [Prediction Explanations for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-predex.html#prediction-explanations-for-deployments-serverless): In-page section heading. - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-predex.html#request-parameters): In-page section heading. - [Errors List](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-predex.html#errors-list): In-page section heading. - [Serverless Prediction API reference](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/index.html): This reference provides additional documentation for the Serverless Prediction API. It lists the methods, input and output parameters, and errors that the API may return. - [Serverless Prediction API reference](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/index.html#serverless-prediction-api-reference): In-page section heading. - [General errors for Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/index.html#general-errors-for-prediction-api): In-page section heading. - [Prediction API infinity behavior](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/index.html#prediction-api-infinity-behavior): In-page section heading. - [Time series predictions for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/time-pred.html): Make time series predictions for a deployed model using serverless prediction environments. - [Time series predictions for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/time-pred.html#time-series-predictions-for-deployments-serverless): In-page section heading. - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/time-pred.html#request-parameters): In-page section heading. - [Errors List](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/time-pred.html#errors-list): In-page section heading. - [Get a prediction server ID](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-server-id.html): Learn how to retrieve a prediction server ID using cURL commands from the REST API or by using the DataRobot Python client. - [Get a prediction server ID](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-server-id.html#get-a-prediction-server-id): In-page section heading. - [Documentation](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-server-id.html#documentation): In-page section heading. - [Agents](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html): The following endpoints outline how to manage agents. - [Agents](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#agents): In-page section heading. - [Request chat completion by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#request-chat-completion-by-custom-model-id): In-page section heading. - [Obtain chat completion response by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#obtain-chat-completion-response-by-custom-model-id): In-page section heading. - [List search studies by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#list-search-studies-by-use-case-id): In-page section heading. - [Run agentic search](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#run-agentic-search): In-page section heading. - [Delete existing search study by ID by search study ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#delete-existing-search-study-by-id-by-search-study-id): In-page section heading. - [Get existing search study by ID by search study ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#get-existing-search-study-by-id-by-search-study-id): In-page section heading. - [Edit search study by search study ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#edit-search-study-by-search-study-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#schemas): In-page section heading. - [AgentChatCompletionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentChatCompletionRequest): In-page section heading. - [AgentChatCompletionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentChatCompletionResponse): In-page section heading. - [AgentChoice](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentChoice): In-page section heading. - [AgentMessage](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentMessage): In-page section heading. - [AgentTracingContext](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentTracingContext): In-page section heading. - [ChunkingParametersConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_ChunkingParametersConfig): In-page section heading. - [DeleteSearchApiResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_DeleteSearchApiResponse): In-page section heading. - [EditSearchStudyRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_EditSearchStudyRequest): In-page section heading. - [HTTPValidationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_HTTPValidationErrorResponse): In-page section heading. - [HistoryPoint](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_HistoryPoint): In-page section heading. - [JobStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_JobStatus): In-page section heading. - [LLMConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_LLMConfig): In-page section heading. - [ListSearchStudyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_ListSearchStudyResponse): In-page section heading. - [ListSearchStudySortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_ListSearchStudySortQueryParam): In-page section heading. - [RunAgenticSearchRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_RunAgenticSearchRequest): In-page section heading. - [RunSearchApiResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_RunSearchApiResponse): In-page section heading. - [SearchDirection](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_SearchDirection): In-page section heading. - [SearchObjective](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_SearchObjective): In-page section heading. - [SearchSpace](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_SearchSpace): In-page section heading. - [SearchStudyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_SearchStudyResponse): In-page section heading. - [TracingContextEntityType](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_TracingContextEntityType): In-page section heading. - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_ValidationError): In-page section heading. - [VectorDatabaseConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_VectorDatabaseConfig): In-page section heading. - [LLM compliance tests](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html): The following endpoints outline how to manage AI robustness tests. - [LLM compliance tests](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#llm-compliance-tests): In-page section heading. - [Create cost metric configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-cost-metric-configuration): In-page section heading. - [Delete cost metric configuration by cost metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-cost-metric-configuration-by-cost-metric-configuration-id): In-page section heading. - [Retrieve cost metric configuration by cost metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-cost-metric-configuration-by-cost-metric-configuration-id): In-page section heading. - [Edit cost metric configuration by cost metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-cost-metric-configuration-by-cost-metric-configuration-id): In-page section heading. - [List evaluation dataset configurations](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-evaluation-dataset-configurations): In-page section heading. - [Create evaluation dataset configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-evaluation-dataset-configuration): In-page section heading. - [Delete evaluation dataset configuration by evaluation dataset configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-evaluation-dataset-configuration-by-evaluation-dataset-configuration-id): In-page section heading. - [Retrieve evaluation dataset configuration by evaluation dataset configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-evaluation-dataset-configuration-by-evaluation-dataset-configuration-id): In-page section heading. - [Edit evaluation dataset configuration by evaluation dataset configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-evaluation-dataset-configuration-by-evaluation-dataset-configuration-id): In-page section heading. - [Delete evaluation dataset metric aggregation](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-evaluation-dataset-metric-aggregation): In-page section heading. - [List evaluation dataset metric aggregations](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-evaluation-dataset-metric-aggregations): In-page section heading. - [Create evaluation dataset metric aggregation](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-evaluation-dataset-metric-aggregation): In-page section heading. - [List evaluation dataset metric aggregations aggregated by llm blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-evaluation-dataset-metric-aggregations-aggregated-by-llm-blueprint): In-page section heading. - [List evaluation dataset metric aggregations unique computed metrics by uniquefield](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-evaluation-dataset-metric-aggregations-unique-computed-metrics-by-uniquefield): In-page section heading. - [List LLM test configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-llm-test-configuration): In-page section heading. - [Create LLM test configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-llm-test-configuration): In-page section heading. - [List non out-of-the-box datasets](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-non-out-of-the-box-datasets): In-page section heading. - [List out-of-the-box datasets](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-out-of-the-box-datasets): In-page section heading. - [List supported insights](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-supported-insights): In-page section heading. - [Delete LLM test configuration by LLM test configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-llm-test-configuration-by-llm-test-configuration-id): In-page section heading. - [Retrieve LLM test configuration by LLM test configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-llm-test-configuration-by-llm-test-configuration-id): In-page section heading. - [Edit LLM test configuration by LLM test configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-llm-test-configuration-by-llm-test-configuration-id): In-page section heading. - [List LLM test results](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-llm-test-results): In-page section heading. - [Create LLM test result](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-llm-test-result): In-page section heading. - [Delete LLM test result by LLM test result ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-llm-test-result-by-llm-test-result-id): In-page section heading. - [Retrieve LLM test result by LLM test result ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-llm-test-result-by-llm-test-result-id): In-page section heading. - [List LLM test suites](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-llm-test-suites): In-page section heading. - [Create LLM test suite](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-llm-test-suite): In-page section heading. - [Delete LLM test suite by LLM test suite ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-llm-test-suite-by-llm-test-suite-id): In-page section heading. - [Retrieve LLM test suite by LLM test suite ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-llm-test-suite-by-llm-test-suite-id): In-page section heading. - [Edit LLM test suite by LLM test suite ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-llm-test-suite-by-llm-test-suite-id): In-page section heading. - [Delete OOTB metric configuration by ootb metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-ootb-metric-configuration-by-ootb-metric-configuration-id): In-page section heading. - [Get OOTB metric configuration by ootb metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#get-ootb-metric-configuration-by-ootb-metric-configuration-id): In-page section heading. - [List sidecar model metric validations](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-sidecar-model-metric-validations): In-page section heading. - [Validate sidecar model metric](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#validate-sidecar-model-metric): In-page section heading. - [Delete sidecar model metric validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-sidecar-model-metric-validation-by-validation-id): In-page section heading. - [Retrieve sidecar model metric validation status by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-sidecar-model-metric-validation-status-by-validation-id): In-page section heading. - [Edit sidecar model metric validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-sidecar-model-metric-validation-by-validation-id): In-page section heading. - [Revalidate sidecar model metric by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#revalidate-sidecar-model-metric-by-validation-id): In-page section heading. - [Generate synthetic evaluation dataset](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#generate-synthetic-evaluation-dataset): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#schemas): In-page section heading. - [AggregatedAggregationValue](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_AggregatedAggregationValue): In-page section heading. - [AggregationType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_AggregationType): In-page section heading. - [AggregationValue](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_AggregationValue): In-page section heading. - [ArgumentMatchMode](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ArgumentMatchMode): In-page section heading. - [CommonLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CommonLLMSettings): In-page section heading. - [CostMetricConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CostMetricConfigurationResponse): In-page section heading. - [CreateCostMetricConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateCostMetricConfigurationRequest): In-page section heading. - [CreateEvaluationDatasetConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateEvaluationDatasetConfigurationRequest): In-page section heading. - [CreateEvaluationDatasetMetricAggregationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateEvaluationDatasetMetricAggregationRequest): In-page section heading. - [CreateEvaluationDatasetMetricAggregationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateEvaluationDatasetMetricAggregationResponse): In-page section heading. - [CreateLLMTestConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateLLMTestConfigurationRequest): In-page section heading. - [CreateLLMTestResultRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateLLMTestResultRequest): In-page section heading. - [CreateLLMTestSuiteRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateLLMTestSuiteRequest): In-page section heading. - [CreateSidecarModelMetricValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateSidecarModelMetricValidationRequest): In-page section heading. - [CustomModelChatLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelChatLLMSettings): In-page section heading. - [CustomModelGuard](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuard): In-page section heading. - [CustomModelGuardNemoEvaluatorType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuardNemoEvaluatorType): In-page section heading. - [CustomModelGuardOOTBType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuardOOTBType): In-page section heading. - [CustomModelGuardStage](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuardStage): In-page section heading. - [CustomModelGuardType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuardType): In-page section heading. - [CustomModelLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelLLMSettings): In-page section heading. - [CustomModelValidationStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelValidationStatus): In-page section heading. - [DatasetEvaluationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DatasetEvaluationRequest): In-page section heading. - [DatasetEvaluationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DatasetEvaluationResponse): In-page section heading. - [DatasetIdentifier](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DatasetIdentifier): In-page section heading. - [DeploymentAccessData](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DeploymentAccessData): In-page section heading. - [DeploymentInputType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DeploymentInputType): In-page section heading. - [EditCostMetricConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditCostMetricConfigurationRequest): In-page section heading. - [EditEvaluationDatasetConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditEvaluationDatasetConfigurationRequest): In-page section heading. - [EditLLMTestConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditLLMTestConfigurationRequest): In-page section heading. - [EditLLMTestSuiteRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditLLMTestSuiteRequest): In-page section heading. - [EditSidecarModelMetricValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditSidecarModelMetricValidationRequest): In-page section heading. - [EvaluationDatasetConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetConfigurationResponse): In-page section heading. - [EvaluationDatasetMetricAggregationAggregatedByLLMBlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationAggregatedByLLMBlueprintResponse): In-page section heading. - [EvaluationDatasetMetricAggregationChatDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationChatDetails): In-page section heading. - [EvaluationDatasetMetricAggregationFieldQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationFieldQueryParam): In-page section heading. - [EvaluationDatasetMetricAggregationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationResponse): In-page section heading. - [EvaluationDatasetMetricAggregationUniqueFieldValuesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationUniqueFieldValuesResponse): In-page section heading. - [ExecutionStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ExecutionStatus): In-page section heading. - [ExtraMetricSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ExtraMetricSettings): In-page section heading. - [GradingResult](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_GradingResult): In-page section heading. - [GuardCondition](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_GuardCondition): In-page section heading. - [GuardConditionComparator](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_GuardConditionComparator): In-page section heading. - [HTTPValidationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_HTTPValidationErrorResponse): In-page section heading. - [InsightErrorResolution](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightErrorResolution): In-page section heading. - [InsightEvaluationResultResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightEvaluationResultResponse): In-page section heading. - [InsightGradingCriteria](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightGradingCriteria): In-page section heading. - [InsightToEvalDatasetsCompatibility](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightToEvalDatasetsCompatibility): In-page section heading. - [InsightTypes](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightTypes): In-page section heading. - [InsightsConfigurationWithAdditionalData](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightsConfigurationWithAdditionalData): In-page section heading. - [Intervention](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_Intervention): In-page section heading. - [LLMBlueprintSnapshot](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMBlueprintSnapshot): In-page section heading. - [LLMCostConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMCostConfigurationResponse): In-page section heading. - [LLMTestConfigurationNonOOTBDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationNonOOTBDatasetResponse): In-page section heading. - [LLMTestConfigurationOOTBDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationOOTBDatasetResponse): In-page section heading. - [LLMTestConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationResponse): In-page section heading. - [LLMTestConfigurationSupportedInsightsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationSupportedInsightsResponse): In-page section heading. - [LLMTestConfigurationType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationType): In-page section heading. - [LLMTestGradingCriteria](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestGradingCriteria): In-page section heading. - [LLMTestResultResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestResultResponse): In-page section heading. - [LLMTestSuiteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestSuiteResponse): In-page section heading. - [ListCustomModelValidationSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListCustomModelValidationSortQueryParam): In-page section heading. - [ListEvaluationDatasetConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetConfigurationResponse): In-page section heading. - [ListEvaluationDatasetConfigurationsQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetConfigurationsQueryParam): In-page section heading. - [ListEvaluationDatasetMetricAggregationAggregatedByLLMBlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetMetricAggregationAggregatedByLLMBlueprintResponse): In-page section heading. - [ListEvaluationDatasetMetricAggregationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetMetricAggregationResponse): In-page section heading. - [ListEvaluationDatasetMetricAggregationSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetMetricAggregationSortQueryParam): In-page section heading. - [ListEvaluationDatasetMetricAggregationUniqueFieldValuesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetMetricAggregationUniqueFieldValuesResponse): In-page section heading. - [ListLLMTestConfigurationNonOOTBDatasetsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestConfigurationNonOOTBDatasetsResponse): In-page section heading. - [ListLLMTestConfigurationOOTBDatasetsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestConfigurationOOTBDatasetsResponse): In-page section heading. - [ListLLMTestConfigurationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestConfigurationsResponse): In-page section heading. - [ListLLMTestResultResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestResultResponse): In-page section heading. - [ListLLMTestSuiteSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestSuiteSortQueryParam): In-page section heading. - [ListLLMTestSuitesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestSuitesResponse): In-page section heading. - [ListSidecarModelMetricValidationnResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListSidecarModelMetricValidationnResponse): In-page section heading. - [MetricUnit](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_MetricUnit): In-page section heading. - [ModerationAction](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ModerationAction): In-page section heading. - [ModerationConfigurationWithID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ModerationConfigurationWithID): In-page section heading. - [ModerationConfigurationWithoutID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ModerationConfigurationWithoutID): In-page section heading. - [OOTBAgenticMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBAgenticMetricInsightNames): In-page section heading. - [OOTBDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBDataset): In-page section heading. - [OOTBDatasetName](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBDatasetName): In-page section heading. - [OOTBDatasetUrl](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBDatasetUrl): In-page section heading. - [OOTBMetricConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBMetricConfigurationResponse): In-page section heading. - [OOTBMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBMetricInsightNames): In-page section heading. - [OTELMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OTELMetricInsightNames): In-page section heading. - [PipelineStage](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_PipelineStage): In-page section heading. - [PromptSamplingStrategy](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_PromptSamplingStrategy): In-page section heading. - [PromptType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_PromptType): In-page section heading. - [RetrievalMode](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_RetrievalMode): In-page section heading. - [SidecarModelMetricMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SidecarModelMetricMetadata): In-page section heading. - [SidecarModelMetricValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SidecarModelMetricValidationResponse): In-page section heading. - [SupportedDeploymentType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SupportedDeploymentType): In-page section heading. - [SyntheticEvaluationDatasetGenerationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SyntheticEvaluationDatasetGenerationRequest): In-page section heading. - [SyntheticEvaluationDatasetGenerationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SyntheticEvaluationDatasetGenerationResponse): In-page section heading. - [ToolCallAccuracySettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ToolCallAccuracySettings): In-page section heading. - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ValidationError): In-page section heading. - [VectorDatabaseRetrievers](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_VectorDatabaseRetrievers): In-page section heading. - [VectorDatabaseSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_VectorDatabaseSettings): In-page section heading. - [Analytics](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html): Use analytics endpoints to retrieve and audit and event logs. - [Analytics](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#analytics): In-page section heading. - [Retrieve one page of audit log records](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-one-page-of-audit-log-records): In-page section heading. - [Retrieve all the available events](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-all-the-available-events): In-page section heading. - [Retrieve prediction usage data](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-prediction-usage-data): In-page section heading. - [Get the audit record by ID by record ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#get-the-audit-record-by-id-by-record-id): In-page section heading. - [Create a customer usage data artifact request](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#create-a-customer-usage-data-artifact-request): In-page section heading. - [Describe supported available audit events with](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#describe-supported-available-audit-events-with): In-page section heading. - [Retrieve a prepared customer usage data artifact by artifact ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-a-prepared-customer-usage-data-artifact-by-artifact-id): In-page section heading. - [Reset resource usage by user ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#reset-resource-usage-by-user-id): In-page section heading. - [List resource usage by user ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#list-resource-usage-by-user-id): In-page section heading. - [Delete rate limit usage by id](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#delete-rate-limit-usage-by-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#schemas): In-page section heading. - [AuditLogContextObjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_AuditLogContextObjectResponse): In-page section heading. - [AuditLogsEventListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_AuditLogsEventListResponse): In-page section heading. - [AuditLogsRetrieveOneResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_AuditLogsRetrieveOneResponse): In-page section heading. - [AuditLogsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_AuditLogsRetrieveResponse): In-page section heading. - [PredictionUsageObjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_PredictionUsageObjectResponse): In-page section heading. - [PredictionUsageRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_PredictionUsageRetrieveResponse): In-page section heading. - [ResourceUsage](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_ResourceUsage): In-page section heading. - [ResourceUsageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_ResourceUsageResponse): In-page section heading. - [UsageDataEventsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_UsageDataEventsListResponse): In-page section heading. - [UsageDataExport](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_UsageDataExport): In-page section heading. - [UsageDataRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_UsageDataRetrieveResponse): In-page section heading. - [Application templates](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html): Use the endpoints described below to manage application templates. - [Application templates](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#application-templates): In-page section heading. - [List the application templates the user has access to](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#list-the-application-templates-the-user-has-access-to): In-page section heading. - [Create an application template](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#create-an-application-template): In-page section heading. - [Delete an application template by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#delete-an-application-template-by-application-template-id): In-page section heading. - [Update an application template by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#update-an-application-template-by-application-template-id): In-page section heading. - [Clone an application template into a codespace by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#clone-an-application-template-into-a-codespace-by-application-template-id): In-page section heading. - [Delete an application template image/gif. by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#delete-an-application-template-imagegif-by-application-template-id): In-page section heading. - [Retrieve an application template image by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#retrieve-an-application-template-image-by-application-template-id): In-page section heading. - [Upload an application template image/gif. by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#upload-an-application-template-imagegif-by-application-template-id): In-page section heading. - [Get the resolved clone URL by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#get-the-resolved-clone-url-by-application-template-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#schemas): In-page section heading. - [ApplicationTemplateCloneResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateCloneResponse): In-page section heading. - [ApplicationTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateCreate): In-page section heading. - [ApplicationTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateListResponse): In-page section heading. - [ApplicationTemplateMediaResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateMediaResponse): In-page section heading. - [ApplicationTemplateMediaUpload](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateMediaUpload): In-page section heading. - [ApplicationTemplateRepositoryUrlResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateRepositoryUrlResponse): In-page section heading. - [ApplicationTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateResponse): In-page section heading. - [ApplicationTemplateUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateUpdate): In-page section heading. - [Ports](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_Ports): In-page section heading. - [Repository](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_Repository): In-page section heading. - [Approval workflows](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html): This page describes the endpoints for enacting workflow requirements to ensure quality and comply with regulatory obligations. When you create a new or change an existing deployment, if the approva... - [Approval workflows](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#approval-workflows): In-page section heading. - [List Approval Policies](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#list-approval-policies): In-page section heading. - [Create a new Approval Policy](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#create-a-new-approval-policy): In-page section heading. - [Delete an Approval Policy by approval policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#delete-an-approval-policy-by-approval-policy-id): In-page section heading. - [Retrieve an Approval Policy by approval policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-an-approval-policy-by-approval-policy-id): In-page section heading. - [Update an Approval Policy by approval policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#update-an-approval-policy-by-approval-policy-id): In-page section heading. - [Retrieve associated Change Requests Info by approval policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-associated-change-requests-info-by-approval-policy-id): In-page section heading. - [Get policy ID matching the query](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#get-policy-id-matching-the-query): In-page section heading. - [Get a list of available policy triggers](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#get-a-list-of-available-policy-triggers): In-page section heading. - [List Change Requests](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#list-change-requests): In-page section heading. - [Create Change Request](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#create-change-request): In-page section heading. - [Retrieve Change Request by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-change-request-by-change-request-id): In-page section heading. - [Update Change Request by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#update-change-request-by-change-request-id): In-page section heading. - [Request Change Request Review by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#request-change-request-review-by-change-request-id): In-page section heading. - [List Change Request reviews by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#list-change-request-reviews-by-change-request-id): In-page section heading. - [Create review by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#create-review-by-change-request-id): In-page section heading. - [Retrieve review by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-review-by-change-request-id): In-page section heading. - [Resolve by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#resolve-by-change-request-id): In-page section heading. - [List suggested reviewers by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#list-suggested-reviewers-by-change-request-id): In-page section heading. - [Retrieve configured recommended settings by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-configured-recommended-settings-by-entitytype): In-page section heading. - [Update recommended settings by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#update-recommended-settings-by-entitytype): In-page section heading. - [Retrieve the list of available setting choices by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-the-list-of-available-setting-choices-by-entitytype): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#schemas): In-page section heading. - [ApprovalPolicy](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicy): In-page section heading. - [ApprovalPolicyAutomaticAction](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyAutomaticAction): In-page section heading. - [ApprovalPolicyIntendedAction](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyIntendedAction): In-page section heading. - [ApprovalPolicyIntendedActionCondition](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyIntendedActionCondition): In-page section heading. - [ApprovalPolicyListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyListResponse): In-page section heading. - [ApprovalPolicyMatchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyMatchResponse): In-page section heading. - [ApprovalPolicyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyResponse): In-page section heading. - [ApprovalPolicyReview](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyReview): In-page section heading. - [ApprovalPolicyTrigger](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyTrigger): In-page section heading. - [ApprovalPolicyTriggerLabel](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyTriggerLabel): In-page section heading. - [ApprovalWorkflowListTriggerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalWorkflowListTriggerResponse): In-page section heading. - [ChangeRequestCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestCreate): In-page section heading. - [ChangeRequestDiff](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestDiff): In-page section heading. - [ChangeRequestInfoListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestInfoListResponse): In-page section heading. - [ChangeRequestInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestInfoResponse): In-page section heading. - [ChangeRequestRequestReview](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestRequestReview): In-page section heading. - [ChangeRequestResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestResponse): In-page section heading. - [ChangeRequestUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestUpdate): In-page section heading. - [ChangeRequestUpdateStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestUpdateStatus): In-page section heading. - [ChangeRequestsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestsListResponse): In-page section heading. - [DeploymentApproveChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentApproveChange): In-page section heading. - [DeploymentChangeImportanceChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentChangeImportanceChange): In-page section heading. - [DeploymentChangeStatusChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentChangeStatusChange): In-page section heading. - [DeploymentCleanupStatsChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentCleanupStatsChange): In-page section heading. - [DeploymentDeleteChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentDeleteChange): In-page section heading. - [DeploymentReplaceModelChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentReplaceModelChange): In-page section heading. - [DeploymentReplaceModelPackageChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentReplaceModelPackageChange): In-page section heading. - [DeploymentUpdateSecondaryDatasetConfigChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentUpdateSecondaryDatasetConfigChange): In-page section heading. - [PolicyUserGroup](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_PolicyUserGroup): In-page section heading. - [RecommendedSetting](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSetting): In-page section heading. - [RecommendedSettingChoice](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingChoice): In-page section heading. - [RecommendedSettingItem](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingItem): In-page section heading. - [RecommendedSettingsChoices](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingsChoices): In-page section heading. - [RecommendedSettingsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingsResponse): In-page section heading. - [RecommendedSettingsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingsUpdate): In-page section heading. - [ReviewCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ReviewCreate): In-page section heading. - [ReviewResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ReviewResponse): In-page section heading. - [ReviewsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ReviewsListResponse): In-page section heading. - [SuggestedReviewersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_SuggestedReviewersResponse): In-page section heading. - [UserInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_UserInfo): In-page section heading. - [UserOperations](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_UserOperations): In-page section heading. - [Batch predictions](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html): Use the endpoints described below to generate predictions for a project. - [Batch predictions](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#batch-predictions): In-page section heading. - [List batch jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-batch-jobs): In-page section heading. - [Launch a Batch job](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#launch-a-batch-job): In-page section heading. - [Cancel a Batch job by batch job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#cancel-a-batch-job-by-batch-job-id): In-page section heading. - [Retrieve Batch job by batch job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-batch-job-by-batch-job-id): In-page section heading. - [Stream CSV data by batch job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#stream-csv-data-by-batch-job-id): In-page section heading. - [Download the scored data set of a batch job by batch job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#download-the-scored-data-set-of-a-batch-job-by-batch-job-id): In-page section heading. - [List Batch Prediction job definitions](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-batch-prediction-job-definitions): In-page section heading. - [Creates a new Batch Prediction job definition](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#creates-a-new-batch-prediction-job-definition): In-page section heading. - [Delete Batch Prediction job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#delete-batch-prediction-job-definition-by-job-definition-id): In-page section heading. - [Retrieve Batch Prediction job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-batch-prediction-job-definition-by-job-definition-id): In-page section heading. - [Update Batch Prediction job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#update-batch-prediction-job-definition-by-job-definition-id): In-page section heading. - [Retrieve job definition snippet by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-job-definition-snippet-by-job-definition-id): In-page section heading. - [List batch prediction jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-batch-prediction-jobs): In-page section heading. - [Creates a new Batch Prediction job](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#creates-a-new-batch-prediction-job): In-page section heading. - [Create a new a Batch Prediction job based](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-a-new-a-batch-prediction-job-based): In-page section heading. - [Launch a Batch Prediction job](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#launch-a-batch-prediction-job): In-page section heading. - [Cancel a Batch Prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#cancel-a-batch-prediction-job-by-prediction-job-id): In-page section heading. - [Retrieve Batch Prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-batch-prediction-job-by-prediction-job-id): In-page section heading. - [Update a Batch Prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#update-a-batch-prediction-job-by-prediction-job-id): In-page section heading. - [Creates a new_model_id Batch Prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#creates-a-new_model_id-batch-prediction-job-by-prediction-job-id): In-page section heading. - [Finalize a multipart upload by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#finalize-a-multipart-upload-by-prediction-job-id): In-page section heading. - [Upload CSV data by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#upload-csv-data-by-prediction-job-id): In-page section heading. - [Download the scored data set of a batch prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#download-the-scored-data-set-of-a-batch-prediction-job-by-prediction-job-id): In-page section heading. - [Delete an existing PredictionExplanationsInitialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#delete-an-existing-predictionexplanationsinitialization-by-project-id): In-page section heading. - [Retrieve the current PredictionExplanationsInitialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-the-current-predictionexplanationsinitialization-by-project-id): In-page section heading. - [Create a new prediction explanations initialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-a-new-prediction-explanations-initialization-by-project-id): In-page section heading. - [List all prediction jobs by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-all-prediction-jobs-by-project-id): In-page section heading. - [Cancel a queued prediction job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#cancel-a-queued-prediction-job-by-project-id): In-page section heading. - [Look up a particular prediction job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#look-up-a-particular-prediction-job-by-project-id): In-page section heading. - [List prediction datasets uploaded by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-prediction-datasets-uploaded-by-project-id): In-page section heading. - [Upload a dataset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#upload-a-dataset-by-project-id): In-page section heading. - [Create prediction dataset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-prediction-dataset-by-project-id): In-page section heading. - [Upload a file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#upload-a-file-by-project-id): In-page section heading. - [Create URL uploads by id](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-url-uploads-by-id): In-page section heading. - [Delete a dataset that was uploaded by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#delete-a-dataset-that-was-uploaded-by-project-id): In-page section heading. - [Get the metadata of a specific dataset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#get-the-metadata-of-a-specific-dataset-by-project-id): In-page section heading. - [Create a new PredictionExplanations object ( by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-a-new-predictionexplanations-object-by-project-id): In-page section heading. - [Retrieve stored Prediction Explanations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-stored-prediction-explanations-by-project-id): In-page section heading. - [List PredictionExplanationsRecord objects by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-predictionexplanationsrecord-objects-by-project-id): In-page section heading. - [Delete saved Prediction Explanations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#delete-saved-prediction-explanations-by-project-id): In-page section heading. - [Retrieve a PredictionExplanationsRecord object by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-a-predictionexplanationsrecord-object-by-project-id): In-page section heading. - [Get the list of prediction records by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#get-the-list-of-prediction-records-by-project-id): In-page section heading. - [Make new predictions by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#make-new-predictions-by-project-id): In-page section heading. - [Get a completed set of predictions by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#get-a-completed-set-of-predictions-by-project-id): In-page section heading. - [Get the list of prediction metadata records by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#get-the-list-of-prediction-metadata-records-by-project-id): In-page section heading. - [Retrieve metadata by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-metadata-by-project-id): In-page section heading. - [List training prediction jobs by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-training-prediction-jobs-by-project-id): In-page section heading. - [Submits a job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#submits-a-job-by-project-id): In-page section heading. - [Retrieve training predictions by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-training-predictions-by-project-id): In-page section heading. - [List scheduled deployment batch prediction jobs a user can view](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-scheduled-deployment-batch-prediction-jobs-a-user-can-view): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#schemas): In-page section heading. - [ActualValueColumnInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ActualValueColumnInfo): In-page section heading. - [AzureDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureDataStreamer): In-page section heading. - [AzureIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureIntake): In-page section heading. - [AzureOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureOutput): In-page section heading. - [AzureOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureOutputAdaptor): In-page section heading. - [AzureServicePrincipalCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureServicePrincipalCredentials): In-page section heading. - [BasicCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BasicCredentials): In-page section heading. - [BatchJobCSVSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobCSVSettings): In-page section heading. - [BatchJobCreatedBy](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobCreatedBy): In-page section heading. - [BatchJobDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobDefinitionResponse): In-page section heading. - [BatchJobLinks](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobLinks): In-page section heading. - [BatchJobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobListResponse): In-page section heading. - [BatchJobPredictionInstance](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobPredictionInstance): In-page section heading. - [BatchJobRemapping](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobRemapping): In-page section heading. - [BatchJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobResponse): In-page section heading. - [BatchJobSpecResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobSpecResponse): In-page section heading. - [BatchJobTimeSeriesSettingsForecast](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobTimeSeriesSettingsForecast): In-page section heading. - [BatchJobTimeSeriesSettingsHistorical](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobTimeSeriesSettingsHistorical): In-page section heading. - [BatchPredictionCreatedBy](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionCreatedBy): In-page section heading. - [BatchPredictionJobCSVSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobCSVSettings): In-page section heading. - [BatchPredictionJobCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobCreate): In-page section heading. - [BatchPredictionJobDefinitionId](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionId): In-page section heading. - [BatchPredictionJobDefinitionJobSpecResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionJobSpecResponse): In-page section heading. - [BatchPredictionJobDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionResponse): In-page section heading. - [BatchPredictionJobDefinitionsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionsCreate): In-page section heading. - [BatchPredictionJobDefinitionsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionsListResponse): In-page section heading. - [BatchPredictionJobDefinitionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionsResponse): In-page section heading. - [BatchPredictionJobDefinitionsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionsUpdate): In-page section heading. - [BatchPredictionJobId](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobId): In-page section heading. - [BatchPredictionJobLinks](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobLinks): In-page section heading. - [BatchPredictionJobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobListResponse): In-page section heading. - [BatchPredictionJobPredictionInstance](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobPredictionInstance): In-page section heading. - [BatchPredictionJobRemapping](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobRemapping): In-page section heading. - [BatchPredictionJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobResponse): In-page section heading. - [BatchPredictionJobSpecResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobSpecResponse): In-page section heading. - [BatchPredictionJobTimeSeriesSettingsForecast](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobTimeSeriesSettingsForecast): In-page section heading. - [BatchPredictionJobTimeSeriesSettingsForecastWithPolicy](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobTimeSeriesSettingsForecastWithPolicy): In-page section heading. - [BatchPredictionJobTimeSeriesSettingsHistorical](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobTimeSeriesSettingsHistorical): In-page section heading. - [BatchPredictionJobTimeSeriesSettingsTraining](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobTimeSeriesSettingsTraining): In-page section heading. - [BatchPredictionJobUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobUpdate): In-page section heading. - [BigQueryDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BigQueryDataStreamer): In-page section heading. - [BigQueryIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BigQueryIntake): In-page section heading. - [BigQueryOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BigQueryOutput): In-page section heading. - [BigQueryOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BigQueryOutputAdaptor): In-page section heading. - [Catalog](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_Catalog): In-page section heading. - [CatalogDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CatalogDataStreamer): In-page section heading. - [CreatePredictionDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CreatePredictionDatasetResponse): In-page section heading. - [CreatePredictionFromDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CreatePredictionFromDataset): In-page section heading. - [CreateTrainingPrediction](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CreateTrainingPrediction): In-page section heading. - [CredentialId](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CredentialId): In-page section heading. - [DSS](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DSS): In-page section heading. - [DSSDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DSSDataStreamer): In-page section heading. - [DataQualityWarningsRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DataQualityWarningsRecord): In-page section heading. - [DataStageDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DataStageDataStreamer): In-page section heading. - [DataStageIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DataStageIntake): In-page section heading. - [DatabricksAccessTokenCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksAccessTokenCredentials): In-page section heading. - [DatabricksDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksDataStreamer): In-page section heading. - [DatabricksIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksIntake): In-page section heading. - [DatabricksOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksOutput): In-page section heading. - [DatabricksOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksOutputAdaptor): In-page section heading. - [DatasphereDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatasphereDataStreamer): In-page section heading. - [DatasphereIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatasphereIntake): In-page section heading. - [DatasphereOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatasphereOutput): In-page section heading. - [DatasphereOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatasphereOutputAdaptor): In-page section heading. - [FileSystemDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_FileSystemDataStreamer): In-page section heading. - [FileSystemIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_FileSystemIntake): In-page section heading. - [FileSystemOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_FileSystemOutput): In-page section heading. - [FileSystemOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_FileSystemOutputAdaptor): In-page section heading. - [GCPDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPDataStreamer): In-page section heading. - [GCPIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPIntake): In-page section heading. - [GCPKey](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPKey): In-page section heading. - [GCPOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPOutput): In-page section heading. - [GCPOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPOutputAdaptor): In-page section heading. - [GoogleServiceAccountCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GoogleServiceAccountCredentials): In-page section heading. - [HTTPDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_HTTPDataStreamer): In-page section heading. - [HTTPIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_HTTPIntake): In-page section heading. - [HTTPOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_HTTPOutput): In-page section heading. - [HttpOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_HttpOutputAdaptor): In-page section heading. - [JDBCDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JDBCDataStreamer): In-page section heading. - [JDBCIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JDBCIntake): In-page section heading. - [JDBCOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JDBCOutput): In-page section heading. - [JdbcOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JdbcOutputAdaptor): In-page section heading. - [JobRunTimeBasedForecastPointPolicy](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JobRunTimeBasedForecastPointPolicy): In-page section heading. - [JobRunTimeBasedForecastPointPolicySettings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JobRunTimeBasedForecastPointPolicySettings): In-page section heading. - [LocalFileDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_LocalFileDataStreamer): In-page section heading. - [LocalFileIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_LocalFileIntake): In-page section heading. - [LocalFileOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_LocalFileOutput): In-page section heading. - [LocalFileOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_LocalFileOutputAdaptor): In-page section heading. - [MonitoringAggregation](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_MonitoringAggregation): In-page section heading. - [MonitoringColumnsMapping](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_MonitoringColumnsMapping): In-page section heading. - [MonitoringOutputSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_MonitoringOutputSettings): In-page section heading. - [OAuthCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_OAuthCredentials): In-page section heading. - [PasswordCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PasswordCredentials): In-page section heading. - [PerNgramTextExplanations](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PerNgramTextExplanations): In-page section heading. - [PredictJobDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictJobDetailsResponse): In-page section heading. - [PredictionArrayObjectValues](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionArrayObjectValues): In-page section heading. - [PredictionColumMap](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionColumMap): In-page section heading. - [PredictionDataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionDataSource): In-page section heading. - [PredictionDatasetListControllerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionDatasetListControllerResponse): In-page section heading. - [PredictionDatasetRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionDatasetRetrieveResponse): In-page section heading. - [PredictionExplanation](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanation): In-page section heading. - [PredictionExplanationsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsCreate): In-page section heading. - [PredictionExplanationsInitializationCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsInitializationCreate): In-page section heading. - [PredictionExplanationsInitializationRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsInitializationRetrieve): In-page section heading. - [PredictionExplanationsMetadataValues](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsMetadataValues): In-page section heading. - [PredictionExplanationsObject](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsObject): In-page section heading. - [PredictionExplanationsPredictionValues](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsPredictionValues): In-page section heading. - [PredictionExplanationsRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsRecord): In-page section heading. - [PredictionExplanationsRecordList](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsRecordList): In-page section heading. - [PredictionExplanationsRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsRetrieve): In-page section heading. - [PredictionExplanationsRow](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsRow): In-page section heading. - [PredictionFileUpload](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionFileUpload): In-page section heading. - [PredictionFromCatalogDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionFromCatalogDataset): In-page section heading. - [PredictionObject](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionObject): In-page section heading. - [PredictionRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionRetrieveResponse): In-page section heading. - [PredictionURLUpload](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionURLUpload): In-page section heading. - [RetrieveListPredictionMetadataObjectsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_RetrieveListPredictionMetadataObjectsResponse): In-page section heading. - [RetrievePredictionMetadataObject](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_RetrievePredictionMetadataObject): In-page section heading. - [S3Credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3Credentials): In-page section heading. - [S3DataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3DataStreamer): In-page section heading. - [S3Intake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3Intake): In-page section heading. - [S3Output](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3Output): In-page section heading. - [S3OutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3OutputAdaptor): In-page section heading. - [Schedule](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_Schedule): In-page section heading. - [ScheduledJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ScheduledJobResponse): In-page section heading. - [ScheduledJobStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ScheduledJobStatus): In-page section heading. - [ScheduledJobsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ScheduledJobsListResponse): In-page section heading. - [ServerSideEncryption](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ServerSideEncryption): In-page section heading. - [ShapWarning](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ShapWarning): In-page section heading. - [ShapWarningItems](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ShapWarningItems): In-page section heading. - [ShapWarningValues](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ShapWarningValues): In-page section heading. - [ShapWarnings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ShapWarnings): In-page section heading. - [SnowflakeDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeDataStreamer): In-page section heading. - [SnowflakeIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeIntake): In-page section heading. - [SnowflakeKeyPairCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeKeyPairCredentials): In-page section heading. - [SnowflakeOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeOutput): In-page section heading. - [SnowflakeOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeOutputAdaptor): In-page section heading. - [SynapseDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SynapseDataStreamer): In-page section heading. - [SynapseIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SynapseIntake): In-page section heading. - [SynapseOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SynapseOutput): In-page section heading. - [SynapseOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SynapseOutputAdaptor): In-page section heading. - [TrainingPredictionsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrainingPredictionsListResponse): In-page section heading. - [TrainingPredictionsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrainingPredictionsRetrieveResponse): In-page section heading. - [TraningPredictionRow](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TraningPredictionRow): In-page section heading. - [TraningPredictionShapMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TraningPredictionShapMetadata): In-page section heading. - [TraningPredictions](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TraningPredictions): In-page section heading. - [TrinoDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrinoDataStreamer): In-page section heading. - [TrinoIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrinoIntake): In-page section heading. - [TrinoOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrinoOutput): In-page section heading. - [TrinoOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrinoOutputAdaptor): In-page section heading. - [Blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html): This page outlines DataRobot's endpoints for blueprints, a graphical representation of the many steps involved in transforming input predictors and targets into a model. - [Blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#blueprints): In-page section heading. - [List custom tasks](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-custom-tasks): In-page section heading. - [Create a custom task](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-a-custom-task): In-page section heading. - [Clone custom task](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#clone-custom-task): In-page section heading. - [Delete custom task by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#delete-custom-task-by-custom-task-id): In-page section heading. - [Get custom task by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#get-custom-task-by-custom-task-id): In-page section heading. - [Update custom task by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-custom-task-by-custom-task-id): In-page section heading. - [Get a list of users who have access by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#get-a-list-of-users-who-have-access-by-custom-task-id): In-page section heading. - [Grant access or update roles by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#grant-access-or-update-roles-by-custom-task-id): In-page section heading. - [Download the latest custom task version content by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#download-the-latest-custom-task-version-content-by-custom-task-id): In-page section heading. - [List custom task versions by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-custom-task-versions-by-custom-task-id): In-page section heading. - [Update custom task version files by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-custom-task-version-files-by-custom-task-id): In-page section heading. - [Create custom task version by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-custom-task-version-by-custom-task-id): In-page section heading. - [Create custom task version from remote repository by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-custom-task-version-from-remote-repository-by-custom-task-id): In-page section heading. - [Create a version from a repository](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-a-version-from-a-repository): In-page section heading. - [Get custom task version by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#get-custom-task-version-by-custom-task-id): In-page section heading. - [Update custom task version by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-custom-task-version-by-custom-task-id): In-page section heading. - [Cancel dependency build by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#cancel-dependency-build-by-custom-task-id): In-page section heading. - [Retrieve the custom task version's dependency build status by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-the-custom-task-versions-dependency-build-status-by-custom-task-id): In-page section heading. - [Start a custom task version's dependency build by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#start-a-custom-task-versions-dependency-build-by-custom-task-id): In-page section heading. - [Retrieve the custom task version's dependency build log by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-the-custom-task-versions-dependency-build-log-by-custom-task-id): In-page section heading. - [Download custom task version content by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#download-custom-task-version-content-by-custom-task-id): In-page section heading. - [List training blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-training-blueprints): In-page section heading. - [Create a blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-a-blueprint): In-page section heading. - [List of augmentation lists](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-of-augmentation-lists): In-page section heading. - [Creates a new augmentation list based](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#creates-a-new-augmentation-list-based): In-page section heading. - [Delete an existing augmentation lists by id by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#delete-an-existing-augmentation-lists-by-id-by-augmentation-id): In-page section heading. - [Returns a single augmentation list by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#returns-a-single-augmentation-list-by-augmentation-id): In-page section heading. - [Update an existing augmentation list by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-an-existing-augmentation-list-by-augmentation-id): In-page section heading. - [Retrieve latest Augmentation Samples generated by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-latest-augmentation-samples-generated-by-augmentation-id): In-page section heading. - [Requests the creation of sample augmentations based by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#requests-the-creation-of-sample-augmentations-based-by-augmentation-id): In-page section heading. - [Augmentation list of all available transformations that are supported by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#augmentation-list-of-all-available-transformations-that-are-supported-by-project-id): In-page section heading. - [(Deprecated in v2](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#deprecated-in-v2): In-page section heading. - [(Deprecated in v2 by samples ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#deprecated-in-v2-by-samples-id): In-page section heading. - [List blueprints by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-blueprints-by-project-id): In-page section heading. - [Retrieve a blueprint by its ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-a-blueprint-by-its-id): In-page section heading. - [Retrieve a blueprint chart by blueprint id](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-a-blueprint-chart-by-blueprint-id): In-page section heading. - [Retrieve blueprint tasks documentation by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-blueprint-tasks-documentation-by-project-id): In-page section heading. - [Retrieve the JSON representation of a datarobot blueprint by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-the-json-representation-of-a-datarobot-blueprint-by-project-id): In-page section heading. - [Retrieve a reduced model blueprint chart by model id](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-a-reduced-model-blueprint-chart-by-model-id): In-page section heading. - [Retrieve task documentation by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-task-documentation-by-project-id): In-page section heading. - [Delete user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#delete-user-blueprints): In-page section heading. - [List user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-user-blueprints): In-page section heading. - [Create a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-a-user-blueprint): In-page section heading. - [Clone a blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#clone-a-blueprint): In-page section heading. - [Create a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-a-user-blueprint_1): In-page section heading. - [Clone a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#clone-a-user-blueprint): In-page section heading. - [Delete a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#delete-a-user-blueprint-by-user-blueprint-id): In-page section heading. - [Retrieve a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-a-user-blueprint-by-user-blueprint-id): In-page section heading. - [Update a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-a-user-blueprint-by-user-blueprint-id): In-page section heading. - [Get the list of users, groups and organizations that have access by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#get-the-list-of-users-groups-and-organizations-that-have-access-by-user-blueprint-id): In-page section heading. - [Share a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#share-a-user-blueprint-by-user-blueprint-id): In-page section heading. - [Validate many user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#validate-many-user-blueprints): In-page section heading. - [Retrieve input types](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-input-types): In-page section heading. - [Add user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#add-user-blueprints): In-page section heading. - [Validate task parameters](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#validate-task-parameters): In-page section heading. - [Retrieve tasks](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-tasks): In-page section heading. - [Validate a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#validate-a-user-blueprint): In-page section heading. - [Retrieve an archive (tar by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-an-archive-tar-by-project-id): In-page section heading. - [Retrieve training artifact by id](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-training-artifact-by-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#schemas): In-page section heading. - [AllowExtra](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_AllowExtra): In-page section heading. - [ArtifactsForModelWithCustomTasksRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ArtifactsForModelWithCustomTasksRetrieveResponse): In-page section heading. - [BlueprintChartRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintChartRetrieveResponse): In-page section heading. - [BlueprintDocLinks](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintDocLinks): In-page section heading. - [BlueprintDocParameters](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintDocParameters): In-page section heading. - [BlueprintDocReferences](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintDocReferences): In-page section heading. - [BlueprintJsonResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintJsonResponse): In-page section heading. - [BlueprintListDocumentsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintListDocumentsResponse): In-page section heading. - [BlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintResponse): In-page section heading. - [BpData](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BpData): In-page section heading. - [ColnameAndType](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ColnameAndType): In-page section heading. - [CustomModelShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomModelShortResponse): In-page section heading. - [CustomModelVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomModelVersionShortResponse): In-page section heading. - [CustomTaskAccessControlListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskAccessControlListResponse): In-page section heading. - [CustomTaskAccessControlResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskAccessControlResponse): In-page section heading. - [CustomTaskCopy](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskCopy): In-page section heading. - [CustomTaskCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskCreate): In-page section heading. - [CustomTaskListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskListResponse): In-page section heading. - [CustomTaskResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskResponse): In-page section heading. - [CustomTaskUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskUpdate): In-page section heading. - [CustomTaskVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionCreate): In-page section heading. - [CustomTaskVersionCreateFromLatest](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionCreateFromLatest): In-page section heading. - [CustomTaskVersionCreateFromRepository](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionCreateFromRepository): In-page section heading. - [CustomTaskVersionDependencyBuildMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionDependencyBuildMetadataResponse): In-page section heading. - [CustomTaskVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionListResponse): In-page section heading. - [CustomTaskVersionMetadataUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionMetadataUpdate): In-page section heading. - [CustomTaskVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionResponse): In-page section heading. - [CustomTrainingBlueprintCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTrainingBlueprintCreate): In-page section heading. - [CustomTrainingBlueprintListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTrainingBlueprintListResponse): In-page section heading. - [CustomTrainingBlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTrainingBlueprintResponse): In-page section heading. - [DependencyConstraint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_DependencyConstraint): In-page section heading. - [DependencyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_DependencyResponse): In-page section heading. - [ExecutionEnvironmentShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ExecutionEnvironmentShortResponse): In-page section heading. - [ExecutionEnvironmentVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ExecutionEnvironmentVersionShortResponse): In-page section heading. - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_GrantAccessControlWithId): In-page section heading. - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_GrantAccessControlWithUsername): In-page section heading. - [ImageAugmentationListCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListCreateResponse): In-page section heading. - [ImageAugmentationListPatchParam](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListPatchParam): In-page section heading. - [ImageAugmentationListsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsCreate): In-page section heading. - [ImageAugmentationListsCreateSamples](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsCreateSamples): In-page section heading. - [ImageAugmentationListsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsResponse): In-page section heading. - [ImageAugmentationListsRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsRetrieve): In-page section heading. - [ImageAugmentationListsRetrieveSamplesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsRetrieveSamplesResponse): In-page section heading. - [ImageAugmentationOptionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationOptionsResponse): In-page section heading. - [ImageAugmentationOptionsTransformation](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationOptionsTransformation): In-page section heading. - [ImageAugmentationOptionsTransformationParam](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationOptionsTransformationParam): In-page section heading. - [ImageAugmentationRetrieveSamplesItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationRetrieveSamplesItem): In-page section heading. - [ImageAugmentationRetrieveSamplesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationRetrieveSamplesResponse): In-page section heading. - [ImageAugmentationSamplesRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationSamplesRequest): In-page section heading. - [ImageAugmentationSamplesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationSamplesResponse): In-page section heading. - [NodeDescription](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_NodeDescription): In-page section heading. - [ParamValuePair](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ParamValuePair): In-page section heading. - [PersistentLogsForModelWithCustomTasksRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_PersistentLogsForModelWithCustomTasksRetrieveResponse): In-page section heading. - [RequiredMetadataValue](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_RequiredMetadataValue): In-page section heading. - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_SharedRolesUpdate): In-page section heading. - [SharingUpdateOrRemoveWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_SharingUpdateOrRemoveWithGrant): In-page section heading. - [TrainingHistoryEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_TrainingHistoryEntry): In-page section heading. - [Transformation](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_Transformation): In-page section heading. - [TransformationParam](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_TransformationParam): In-page section heading. - [UserBlueprintAddToMenu](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintAddToMenu): In-page section heading. - [UserBlueprintAddToMenuResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintAddToMenuResponse): In-page section heading. - [UserBlueprintAddedToMenuItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintAddedToMenuItem): In-page section heading. - [UserBlueprintBulkValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintBulkValidationRequest): In-page section heading. - [UserBlueprintCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintCreate): In-page section heading. - [UserBlueprintCreateFromBlueprintId](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintCreateFromBlueprintId): In-page section heading. - [UserBlueprintCreateFromCustomTaskVersionIdPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintCreateFromCustomTaskVersionIdPayload): In-page section heading. - [UserBlueprintCreateFromUserBlueprintId](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintCreateFromUserBlueprintId): In-page section heading. - [UserBlueprintFailedToAddToMenuItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintFailedToAddToMenuItem): In-page section heading. - [UserBlueprintSharedRolesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintSharedRolesListResponse): In-page section heading. - [UserBlueprintSharedRolesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintSharedRolesResponse): In-page section heading. - [UserBlueprintTask](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTask): In-page section heading. - [UserBlueprintTaskArgument](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskArgument): In-page section heading. - [UserBlueprintTaskArgumentDefinition](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskArgumentDefinition): In-page section heading. - [UserBlueprintTaskCategoryItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskCategoryItem): In-page section heading. - [UserBlueprintTaskCustomTaskMetadataWithArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskCustomTaskMetadataWithArguments): In-page section heading. - [UserBlueprintTaskLookupEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskLookupEntry): In-page section heading. - [UserBlueprintTaskParameterValidation](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskParameterValidation): In-page section heading. - [UserBlueprintTaskParameterValidationRequestParamItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskParameterValidationRequestParamItem): In-page section heading. - [UserBlueprintTasksResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTasksResponse): In-page section heading. - [UserBlueprintUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintUpdate): In-page section heading. - [UserBlueprintValidation](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintValidation): In-page section heading. - [UserBlueprintsBlueprintTask](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBlueprintTask): In-page section heading. - [UserBlueprintsBlueprintTaskData](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBlueprintTaskData): In-page section heading. - [UserBlueprintsBulkDelete](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBulkDelete): In-page section heading. - [UserBlueprintsBulkDeleteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBulkDeleteResponse): In-page section heading. - [UserBlueprintsBulkValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBulkValidationResponse): In-page section heading. - [UserBlueprintsBulkValidationResponseItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBulkValidationResponseItem): In-page section heading. - [UserBlueprintsDetailedItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsDetailedItem): In-page section heading. - [UserBlueprintsHexColumnNameLookupEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsHexColumnNameLookupEntry): In-page section heading. - [UserBlueprintsInputType](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsInputType): In-page section heading. - [UserBlueprintsInputTypesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsInputTypesResponse): In-page section heading. - [UserBlueprintsListItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsListItem): In-page section heading. - [UserBlueprintsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsListResponse): In-page section heading. - [UserBlueprintsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsRetrieveResponse): In-page section heading. - [UserBlueprintsValidateTaskParameter](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsValidateTaskParameter): In-page section heading. - [UserBlueprintsValidateTaskParametersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsValidateTaskParametersResponse): In-page section heading. - [UserBlueprintsValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsValidationResponse): In-page section heading. - [UserRoleWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserRoleWithGrant): In-page section heading. - [VertexContextItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_VertexContextItem): In-page section heading. - [VertexContextItemInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_VertexContextItemInfo): In-page section heading. - [VertexContextItemMessages](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_VertexContextItemMessages): In-page section heading. - [WorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_WorkspaceItemResponse): In-page section heading. - [Compliance documentation](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html): DataRobot automates many critical compliance tasks associated with developing a model and, by doing so, decreases the time-to-deployment in highly regulated industries. You can generate, for each m... - [Compliance documentation](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#compliance-documentation): In-page section heading. - [List all available document types](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#list-all-available-document-types): In-page section heading. - [List all generated documents](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#list-all-generated-documents): In-page section heading. - [Request generation of automated document](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#request-generation-of-automated-document): In-page section heading. - [Delete automated document by document ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#delete-automated-document-by-document-id): In-page section heading. - [Download generated document by document ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#download-generated-document-by-document-id): In-page section heading. - [List compliance documentation templates](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#list-compliance-documentation-templates): In-page section heading. - [Create a new compliance documentation template](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#create-a-new-compliance-documentation-template): In-page section heading. - [Retrieve the default documentation template](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#retrieve-the-default-documentation-template): In-page section heading. - [Delete a compliance documentation template by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#delete-a-compliance-documentation-template-by-template-id): In-page section heading. - [Retrieve a documentation template by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#retrieve-a-documentation-template-by-template-id): In-page section heading. - [Update an existing model compliance documentation template by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#update-an-existing-model-compliance-documentation-template-by-template-id): In-page section heading. - [Get the template's access control list by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#get-the-templates-access-control-list-by-template-id): In-page section heading. - [Update the template's access controls by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#update-the-templates-access-controls-by-template-id): In-page section heading. - [Check if compliance documentation pre-processing is initialized by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#check-if-compliance-documentation-pre-processing-is-initialized-by-entity-id): In-page section heading. - [Initialize compliance documentation pre-processing by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#initialize-compliance-documentation-pre-processing-by-entity-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#schemas): In-page section heading. - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AccessControlV2): In-page section heading. - [AutomatedDocCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocCreate): In-page section heading. - [AutomatedDocCreateDeploymentReport](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocCreateDeploymentReport): In-page section heading. - [AutomatedDocCreateModelComplianceDocs](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocCreateModelComplianceDocs): In-page section heading. - [AutomatedDocItem](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocItem): In-page section heading. - [AutomatedDocListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocListResponse): In-page section heading. - [AutomatedDocOptions](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocOptions): In-page section heading. - [AutomatedDocOptionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocOptionsResponse): In-page section heading. - [ComplianceDocTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateCreate): In-page section heading. - [ComplianceDocTemplateCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateCreateResponse): In-page section heading. - [ComplianceDocTemplateDefaultRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateDefaultRetrieveResponse): In-page section heading. - [ComplianceDocTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateListResponse): In-page section heading. - [ComplianceDocTemplateUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateUpdate): In-page section heading. - [DocTypeSpecificInfoDeploymentReport](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_DocTypeSpecificInfoDeploymentReport): In-page section heading. - [DocTypeSpecificInfoModelCompliance](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_DocTypeSpecificInfoModelCompliance): In-page section heading. - [Empty](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_Empty): In-page section heading. - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_GrantAccessControlWithId): In-page section heading. - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_GrantAccessControlWithUsername): In-page section heading. - [InstructionsField](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_InstructionsField): In-page section heading. - [ModelComplianceDocsInitializationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ModelComplianceDocsInitializationsResponse): In-page section heading. - [SampleSection](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SampleSection): In-page section heading. - [SectionCustom](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SectionCustom): In-page section heading. - [SectionDataRobot](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SectionDataRobot): In-page section heading. - [SectionTableOfContents](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SectionTableOfContents): In-page section heading. - [SectionUser](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SectionUser): In-page section heading. - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SharedRolesUpdate): In-page section heading. - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SharingListV2Response): In-page section heading. - [TemplatePermissionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_TemplatePermissionsResponse): In-page section heading. - [TemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_TemplateResponse): In-page section heading. - [Credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html): The following endpoints outline how to manage user credentials. - [Credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#credentials): In-page section heading. - [List credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#list-credentials): In-page section heading. - [Store a new set of credentials which can be used](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#store-a-new-set-of-credentials-which-can-be-used): In-page section heading. - [List credentials associated by association ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#list-credentials-associated-by-association-id): In-page section heading. - [Delete the credentials set by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#delete-the-credentials-set-by-credential-id): In-page section heading. - [Retrieve the credentials set by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#retrieve-the-credentials-set-by-credential-id): In-page section heading. - [Update specified credentials by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#update-specified-credentials-by-credential-id): In-page section heading. - [List all objects associated by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#list-all-objects-associated-by-credential-id): In-page section heading. - [Add objects associated by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#add-objects-associated-by-credential-id): In-page section heading. - [Set default credentials by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#set-default-credentials-by-credential-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#schemas): In-page section heading. - [CreateCredentialsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CreateCredentialsResponse): In-page section heading. - [CredentialsAssociationUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsAssociationUpdate): In-page section heading. - [CredentialsAssociationsData](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsAssociationsData): In-page section heading. - [CredentialsBody](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsBody): In-page section heading. - [CredentialsListAssociationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsListAssociationsResponse): In-page section heading. - [CredentialsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsListResponse): In-page section heading. - [CredentialsToAdd](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsToAdd): In-page section heading. - [CredentialsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsUpdate): In-page section heading. - [GCPKey](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_GCPKey): In-page section heading. - [ListCredentialsAssociationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_ListCredentialsAssociationsResponse): In-page section heading. - [RetrieveCredentialAssociationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_RetrieveCredentialAssociationResponse): In-page section heading. - [SetCredentialsAssociationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_SetCredentialsAssociationRequest): In-page section heading. - [Custom applications](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html): Use the endpoints described below to manage custom applications. - [Custom applications](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#custom-applications): In-page section heading. - [The list of custom application sources created](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#the-list-of-custom-application-sources-created): In-page section heading. - [Create a custom application source](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-a-custom-application-source): In-page section heading. - [Create a custom application source](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-a-custom-application-source_1): In-page section heading. - [Delete a custom application source by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#delete-a-custom-application-source-by-app-source-id): In-page section heading. - [Retrieve a custom application source by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-custom-application-source-by-app-source-id): In-page section heading. - [Update a custom application source's name by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-a-custom-application-sources-name-by-app-source-id): In-page section heading. - [Get a list of users, groups, and organizations with access by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#get-a-list-of-users-groups-and-organizations-with-access-by-app-source-id): In-page section heading. - [Share an application source by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#share-an-application-source-by-app-source-id): In-page section heading. - [Paginated list of custom application source versions of the specified by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#paginated-list-of-custom-application-source-versions-of-the-specified-by-app-source-id): In-page section heading. - [Create a custom application source version by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-a-custom-application-source-version-by-app-source-id): In-page section heading. - [Delete a custom application source version if it is still mutable by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#delete-a-custom-application-source-version-if-it-is-still-mutable-by-app-source-id): In-page section heading. - [Retrieve a custom application source version by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-custom-application-source-version-by-app-source-id): In-page section heading. - [Update a custom application source version by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-a-custom-application-source-version-by-app-source-id): In-page section heading. - [Download Custom Application Source version files as a zip archive by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#download-custom-application-source-version-files-as-a-zip-archive-by-app-source-id): In-page section heading. - [Update the custom application source version by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-the-custom-application-source-version-by-app-source-id): In-page section heading. - [Retrieve a file by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-file-by-app-source-id): In-page section heading. - [Update a codespace by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-a-codespace-by-app-source-id): In-page section heading. - [The list of applications created by the currently authenticated user](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#the-list-of-applications-created-by-the-currently-authenticated-user): In-page section heading. - [Create a custom application](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-a-custom-application): In-page section heading. - [Delete an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#delete-an-application-by-application-id): In-page section heading. - [Retrieve an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-an-application-by-application-id): In-page section heading. - [Update an application's name by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-an-applications-name-by-application-id): In-page section heading. - [Retrieve an application's publication history by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-an-applications-publication-history-by-application-id): In-page section heading. - [Retrieve an application's logs by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-an-applications-logs-by-application-id): In-page section heading. - [Get a list of users, groups and organizations that have an access by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#get-a-list-of-users-groups-and-organizations-that-have-an-access-by-application-id): In-page section heading. - [Share an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#share-an-application-by-application-id): In-page section heading. - [Retrieve an application's usages by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-an-applications-usages-by-application-id): In-page section heading. - [Download an application's access logs by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#download-an-applications-access-logs-by-application-id): In-page section heading. - [Retrieve a list of custom templates](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-list-of-custom-templates): In-page section heading. - [Create a custom template](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-a-custom-template): In-page section heading. - [Delete a custom template by custom template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#delete-a-custom-template-by-custom-template-id): In-page section heading. - [Retrieve a single custom template by custom template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-single-custom-template-by-custom-template-id): In-page section heading. - [Update the given custom template by custom template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-the-given-custom-template-by-custom-template-id): In-page section heading. - [Retrieve a single custom template file by custom template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-single-custom-template-file-by-custom-template-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#schemas): In-page section heading. - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_AccessControlV2): In-page section heading. - [ApplicationSharingUpdateOrRemove](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_ApplicationSharingUpdateOrRemove): In-page section heading. - [CustomAppHistory](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomAppHistory): In-page section heading. - [CustomAppUsage](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomAppUsage): In-page section heading. - [CustomApplication](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplication): In-page section heading. - [CustomApplicationCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationCreate): In-page section heading. - [CustomApplicationItemRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationItemRetrieve): In-page section heading. - [CustomApplicationListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationListResponse): In-page section heading. - [CustomApplicationLogs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationLogs): In-page section heading. - [CustomApplicationResources](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationResources): In-page section heading. - [CustomApplicationResourcesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationResourcesResponse): In-page section heading. - [CustomApplicationSource](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSource): In-page section heading. - [CustomApplicationSourceCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceCreate): In-page section heading. - [CustomApplicationSourceFromGalleryTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceFromGalleryTemplateCreate): In-page section heading. - [CustomApplicationSourceListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceListResponse): In-page section heading. - [CustomApplicationSourceUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceUpdate): In-page section heading. - [CustomApplicationSourceVersion](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersion): In-page section heading. - [CustomApplicationSourceVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionCreate): In-page section heading. - [CustomApplicationSourceVersionFromCodespace](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionFromCodespace): In-page section heading. - [CustomApplicationSourceVersionFromCodespaceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionFromCodespaceResponse): In-page section heading. - [CustomApplicationSourceVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionListResponse): In-page section heading. - [CustomApplicationSourceVersionToCodespace](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionToCodespace): In-page section heading. - [CustomApplicationSourceVersionUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionUpdate): In-page section heading. - [CustomApplicationUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationUpdate): In-page section heading. - [CustomApplicationsHistoryListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationsHistoryListResponse): In-page section heading. - [CustomApplicationsUsagesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationsUsagesListResponse): In-page section heading. - [CustomTemplateCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateCreatePayload): In-page section heading. - [CustomTemplateEntity](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateEntity): In-page section heading. - [CustomTemplateFile](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateFile): In-page section heading. - [CustomTemplateFileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateFileResponse): In-page section heading. - [CustomTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateListResponse): In-page section heading. - [CustomTemplateUpdatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateUpdatePayload): In-page section heading. - [DefaultEnvironment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_DefaultEnvironment): In-page section heading. - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_GrantAccessControlWithId): In-page section heading. - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_GrantAccessControlWithUsername): In-page section heading. - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_SharingListV2Response): In-page section heading. - [TemplateMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_TemplateMetadata): In-page section heading. - [TemplateSource](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_TemplateSource): In-page section heading. - [TemplateTypeSpecificResources](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_TemplateTypeSpecificResources): In-page section heading. - [WorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_WorkspaceItemResponse): In-page section heading. - [Custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html): Use the endpoints described below to manage custom jobs. Use custom jobs to implement automation (for example, custom tests) for your models and deployments. Each job serves as an automated workloa... - [Custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#custom-jobs): In-page section heading. - [Retrieve custom job limits](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-limits): In-page section heading. - [List custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#list-custom-jobs): In-page section heading. - [Create a custom job](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#create-a-custom-job): In-page section heading. - [Create a custom jobs from a gallery template](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#create-a-custom-jobs-from-a-gallery-template): In-page section heading. - [Delete custom job by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#delete-custom-job-by-custom-job-id): In-page section heading. - [Retrieve custom job by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-by-custom-job-id): In-page section heading. - [Update custom job by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#update-custom-job-by-custom-job-id): In-page section heading. - [Retrieve custom job file content by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-file-content-by-custom-job-id): In-page section heading. - [List custom job runs by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#list-custom-job-runs-by-custom-job-id): In-page section heading. - [Create a custom job run by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#create-a-custom-job-run-by-custom-job-id): In-page section heading. - [Cancel custom job run by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#cancel-custom-job-run-by-custom-job-id): In-page section heading. - [Retrieve custom job run by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-run-by-custom-job-id): In-page section heading. - [Update custom job run by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#update-custom-job-run-by-custom-job-id): In-page section heading. - [Retrieve custom job run file content by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-run-file-content-by-custom-job-id): In-page section heading. - [De,ete custom job run logs by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#deete-custom-job-run-logs-by-custom-job-id): In-page section heading. - [Retrieve custom job run logs by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-run-logs-by-custom-job-id): In-page section heading. - [Get Custom Job's access control list by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#get-custom-jobs-access-control-list-by-custom-job-id): In-page section heading. - [Update Custom Job's controls by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#update-custom-jobs-controls-by-custom-job-id): In-page section heading. - [Permanently delete custom job by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#permanently-delete-custom-job-by-custom-job-id): In-page section heading. - [List deleted custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#list-deleted-custom-jobs): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#schemas): In-page section heading. - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_AccessControlV2): In-page section heading. - [CreateCustomJob](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CreateCustomJob): In-page section heading. - [CreateCustomJobFromTemplateGallery](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CreateCustomJobFromTemplateGallery): In-page section heading. - [CreateCustomJobRun](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CreateCustomJobRun): In-page section heading. - [CustomJobFileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobFileResponse): In-page section heading. - [CustomJobLimitsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobLimitsResponse): In-page section heading. - [CustomJobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobListResponse): In-page section heading. - [CustomJobResources](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobResources): In-page section heading. - [CustomJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobResponse): In-page section heading. - [CustomJobRunListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobRunListResponse): In-page section heading. - [CustomJobRunResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobRunResponse): In-page section heading. - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_GrantAccessControlWithId): In-page section heading. - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_GrantAccessControlWithUsername): In-page section heading. - [RuntimeParameterUnified](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_RuntimeParameterUnified): In-page section heading. - [RuntimeParameterValue](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_RuntimeParameterValue): In-page section heading. - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_SharedRolesUpdate): In-page section heading. - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_SharingListV2Response): In-page section heading. - [UpdateCustomJob](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_UpdateCustomJob): In-page section heading. - [WorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_WorkspaceItemResponse): In-page section heading. - [Custom models](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html): Assemble, test and deploy your own custom model with a custom environment. - [Custom models](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#custom-models): In-page section heading. - [Get custom model feature impact by image ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-feature-impact-by-image-id): In-page section heading. - [Create custom model feature impact by image ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model-feature-impact-by-image-id): In-page section heading. - [Get custom model resource limits](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-resource-limits): In-page section heading. - [List custom model tests](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-custom-model-tests): In-page section heading. - [Create custom model test](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model-test): In-page section heading. - [Cancel custom model test by custom model test ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#cancel-custom-model-test-by-custom-model-test-id): In-page section heading. - [Get custom model test by custom model test ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-test-by-custom-model-test-id): In-page section heading. - [Get custom model test log by custom model test ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-test-log-by-custom-model-test-id): In-page section heading. - [Get custom model test log tail by custom model test ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-test-log-tail-by-custom-model-test-id): In-page section heading. - [List custom models](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-custom-models): In-page section heading. - [Create custom model](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model): In-page section heading. - [Clone custom model](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#clone-custom-model): In-page section heading. - [Create a custom model](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-custom-model): In-page section heading. - [Create a new prediction explanations initialization](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-new-prediction-explanations-initialization): In-page section heading. - [Delete custom model by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#delete-custom-model-by-custom-model-id): In-page section heading. - [Get custom model by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-by-custom-model-id): In-page section heading. - [Update custom model by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-custom-model-by-custom-model-id): In-page section heading. - [Get a list of users who have access by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-a-list-of-users-who-have-access-by-custom-model-id): In-page section heading. - [Grant access or update roles by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#grant-access-or-update-roles-by-custom-model-id): In-page section heading. - [Download the latest custom model version content by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#download-the-latest-custom-model-version-content-by-custom-model-id): In-page section heading. - [Assign training data by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#assign-training-data-by-custom-model-id): In-page section heading. - [List custom model versions by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-custom-model-versions-by-custom-model-id): In-page section heading. - [Update custom model version files by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-custom-model-version-files-by-custom-model-id): In-page section heading. - [Create custom model version by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model-version-by-custom-model-id): In-page section heading. - [Create a new custom model version by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-new-custom-model-version-by-custom-model-id): In-page section heading. - [Create custom model version from remote repository by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model-version-from-remote-repository-by-custom-model-id): In-page section heading. - [Create a version from a repository](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-version-from-a-repository): In-page section heading. - [Add or replace training and holdout data by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#add-or-replace-training-and-holdout-data-by-custom-model-id): In-page section heading. - [Get custom model version by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-version-by-custom-model-id): In-page section heading. - [Update custom model version by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-custom-model-version-by-custom-model-id): In-page section heading. - [Get a list by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-a-list-by-custom-model-id): In-page section heading. - [Generates JAR file by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#generates-jar-file-by-custom-model-id): In-page section heading. - [Stop a given custom model conversion by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#stop-a-given-custom-model-conversion-by-custom-model-id): In-page section heading. - [Get a given custom model conversion by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-a-given-custom-model-conversion-by-custom-model-id): In-page section heading. - [Cancel dependency build by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#cancel-dependency-build-by-custom-model-id): In-page section heading. - [Retrieve the custom model version's dependency build status by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#retrieve-the-custom-model-versions-dependency-build-status-by-custom-model-id): In-page section heading. - [Start a custom model version's dependency build by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#start-a-custom-model-versions-dependency-build-by-custom-model-id): In-page section heading. - [Retrieve the custom model version's dependency build log by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#retrieve-the-custom-model-versions-dependency-build-log-by-custom-model-id): In-page section heading. - [Download custom model version content by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#download-custom-model-version-content-by-custom-model-id): In-page section heading. - [Get custom model feature impact by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-feature-impact-by-custom-model-id): In-page section heading. - [Create custom model feature impact by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model-feature-impact-by-custom-model-id): In-page section heading. - [Create a new prediction explanations initialization by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-new-prediction-explanations-initialization-by-custom-model-id): In-page section heading. - [Update a codespace by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-a-codespace-by-custom-model-id): In-page section heading. - [List execution environments](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-execution-environments): In-page section heading. - [Create an execution environment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-an-execution-environment): In-page section heading. - [Destroy an execution environment by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#destroy-an-execution-environment-by-environment-id): In-page section heading. - [Get an execution environment by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-an-execution-environment-by-environment-id): In-page section heading. - [Update an execution environment by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-an-execution-environment-by-environment-id): In-page section heading. - [Get a list of users who have access by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-a-list-of-users-who-have-access-by-environment-id): In-page section heading. - [Grant access or update roles by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#grant-access-or-update-roles-by-environment-id): In-page section heading. - [List execution environment versions by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-execution-environment-versions-by-environment-id): In-page section heading. - [Create an execution environment version by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-an-execution-environment-version-by-environment-id): In-page section heading. - [Get an execution environment version by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-an-execution-environment-version-by-environment-id): In-page section heading. - [Download the execution environment build log by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#download-the-execution-environment-build-log-by-environment-id): In-page section heading. - [Stop the execution environment build by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#stop-the-execution-environment-build-by-environment-id): In-page section heading. - [Submit image tarball build by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#submit-image-tarball-build-by-environment-id): In-page section heading. - [Request on-demand image build by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#request-on-demand-image-build-by-environment-id): In-page section heading. - [Permanently delete execution environments](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#permanently-delete-execution-environments): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#schemas): In-page section heading. - [AccessControl](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_AccessControl): In-page section heading. - [BaseDependencyBuildMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_BaseDependencyBuildMetadataResponse): In-page section heading. - [ConversionCreateQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ConversionCreateQuery): In-page section heading. - [ConversionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ConversionListResponse): In-page section heading. - [ConversionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ConversionResponse): In-page section heading. - [CustomModelAccessControlListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelAccessControlListResponse): In-page section heading. - [CustomModelAccessControlResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelAccessControlResponse): In-page section heading. - [CustomModelAccessControlUpdateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelAccessControlUpdateResponse): In-page section heading. - [CustomModelAsyncOperationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelAsyncOperationResponse): In-page section heading. - [CustomModelConversionAsyncOperationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelConversionAsyncOperationResponse): In-page section heading. - [CustomModelCopy](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelCopy): In-page section heading. - [CustomModelCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelCreate): In-page section heading. - [CustomModelCreateFromTemplatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelCreateFromTemplatePayload): In-page section heading. - [CustomModelCreateFromTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelCreateFromTemplateResponse): In-page section heading. - [CustomModelListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelListResponse): In-page section heading. - [CustomModelPredictionExplanations](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelPredictionExplanations): In-page section heading. - [CustomModelResourceLimits](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelResourceLimits): In-page section heading. - [CustomModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelResponse): In-page section heading. - [CustomModelShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelShortResponse): In-page section heading. - [CustomModelTagCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTagCreate): In-page section heading. - [CustomModelTagRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTagRetrieveResponse): In-page section heading. - [CustomModelTesting](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTesting): In-page section heading. - [CustomModelTests](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTests): In-page section heading. - [CustomModelTestsConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTestsConfig): In-page section heading. - [CustomModelTestsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTestsListResponse): In-page section heading. - [CustomModelTestsLogTailResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTestsLogTailResponse): In-page section heading. - [CustomModelTestsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTestsResponse): In-page section heading. - [CustomModelUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelUpdate): In-page section heading. - [CustomModelVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionCreate): In-page section heading. - [CustomModelVersionCreateFromLatest](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionCreateFromLatest): In-page section heading. - [CustomModelVersionCreateFromRepository](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionCreateFromRepository): In-page section heading. - [CustomModelVersionFromCodespace](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionFromCodespace): In-page section heading. - [CustomModelVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionListResponse): In-page section heading. - [CustomModelVersionMetadataUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionMetadataUpdate): In-page section heading. - [CustomModelVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionResponse): In-page section heading. - [CustomModelVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionShortResponse): In-page section heading. - [CustomModelVersionToCodespace](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionToCodespace): In-page section heading. - [DependencyBuildLogResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DependencyBuildLogResponse): In-page section heading. - [DependencyConstraint](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DependencyConstraint): In-page section heading. - [DependencyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DependencyResponse): In-page section heading. - [DeprecatedCustomModelVersionTrainingDataUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedCustomModelVersionTrainingDataUpdate): In-page section heading. - [DeprecatedCustomModelWorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedCustomModelWorkspaceItemResponse): In-page section heading. - [DeprecatedHoldoutDataAssignment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedHoldoutDataAssignment): In-page section heading. - [DeprecatedTrainingDataForModelsAssignment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedTrainingDataForModelsAssignment): In-page section heading. - [DeprecatedTrainingDataForVersionsAssignment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedTrainingDataForVersionsAssignment): In-page section heading. - [ExecutionEnvironmentCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentCreate): In-page section heading. - [ExecutionEnvironmentCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentCreateResponse): In-page section heading. - [ExecutionEnvironmentListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentListResponse): In-page section heading. - [ExecutionEnvironmentPermadelete](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentPermadelete): In-page section heading. - [ExecutionEnvironmentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentResponse): In-page section heading. - [ExecutionEnvironmentShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentShortResponse): In-page section heading. - [ExecutionEnvironmentUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentUpdate): In-page section heading. - [ExecutionEnvironmentVersionBuildLogResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionBuildLogResponse): In-page section heading. - [ExecutionEnvironmentVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionCreate): In-page section heading. - [ExecutionEnvironmentVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionListResponse): In-page section heading. - [ExecutionEnvironmentVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionResponse): In-page section heading. - [ExecutionEnvironmentVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionShortResponse): In-page section heading. - [FeatureImpactCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_FeatureImpactCreatePayload): In-page section heading. - [FeatureImpactCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_FeatureImpactCreateResponse): In-page section heading. - [FeatureImpactItem](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_FeatureImpactItem): In-page section heading. - [FeatureImpactResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_FeatureImpactResponse): In-page section heading. - [GeneratedMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_GeneratedMetadata): In-page section heading. - [GitModelVersion](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_GitModelVersion): In-page section heading. - [HoldoutDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_HoldoutDataResponse): In-page section heading. - [RequiredMetadataValue](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_RequiredMetadataValue): In-page section heading. - [SharingListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_SharingListResponse): In-page section heading. - [SharingUpdateOrRemoveWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_SharingUpdateOrRemoveWithGrant): In-page section heading. - [Template](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_Template): In-page section heading. - [TestingStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_TestingStatus): In-page section heading. - [TrainingDataAssignmentErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_TrainingDataAssignmentErrorResponse): In-page section heading. - [TrainingDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_TrainingDataResponse): In-page section heading. - [UserRoleWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_UserRoleWithGrant): In-page section heading. - [Data connectivity](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html): This page outlines how to integrate with a variety of enterprise databases, using a 'self-service' JDBC platform. - [Data connectivity](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#data-connectivity): In-page section heading. - [List all ACL management connections](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-all-acl-management-connections): In-page section heading. - [Define the connection as ACL management](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#define-the-connection-as-acl-management): In-page section heading. - [Deactivate ACL management by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#deactivate-acl-management-by-data-store-id): In-page section heading. - [Create a data stage](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#create-a-data-stage): In-page section heading. - [Finalize a data stage by data stage ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#finalize-a-data-stage-by-data-stage-id): In-page section heading. - [Upload a part by data stage ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#upload-a-part-by-data-stage-id): In-page section heading. - [Upload JDBC driver](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#upload-jdbc-driver): In-page section heading. - [List drivers](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-drivers): In-page section heading. - [Create a new JDBC driver](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#create-a-new-jdbc-driver): In-page section heading. - [Delete the driver by driver ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#delete-the-driver-by-driver-id): In-page section heading. - [Retrieve driver details by driver ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieve-driver-details-by-driver-id): In-page section heading. - [Update properties of an existing JDBC Driver by driver ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-properties-of-an-existing-jdbc-driver-by-driver-id): In-page section heading. - [Driver configuration details by driver ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#driver-configuration-details-by-driver-id): In-page section heading. - [List data sources](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-data-sources): In-page section heading. - [Create a data source](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#create-a-data-source): In-page section heading. - [Delete the data source by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#delete-the-data-source-by-data-source-id): In-page section heading. - [Data source details by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#data-source-details-by-data-source-id): In-page section heading. - [Update the data source by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-the-data-source-by-data-source-id): In-page section heading. - [Get the data source's access control list by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#get-the-data-sources-access-control-list-by-data-source-id): In-page section heading. - [Update the data source's access controls by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-the-data-sources-access-controls-by-data-source-id): In-page section heading. - [Describe data source permissions by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#describe-data-source-permissions-by-data-source-id): In-page section heading. - [Retrieve shared roles by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieve-shared-roles-by-id): In-page section heading. - [Modify data source shared roles by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#modify-data-source-shared-roles-by-data-source-id): In-page section heading. - [List data stores](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-data-stores): In-page section heading. - [Create a data store](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#create-a-data-store): In-page section heading. - [Delete the data store by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#delete-the-data-store-by-data-store-id): In-page section heading. - [Data store details by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#data-store-details-by-data-store-id): In-page section heading. - [Update a data store configuration by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-a-data-store-configuration-by-data-store-id): In-page section heading. - [Update the data store's access controls by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-the-data-stores-access-controls-by-data-store-id): In-page section heading. - [Retrieves a data store's data columns by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieves-a-data-stores-data-columns-by-data-store-id): In-page section heading. - [Retrieves a data store's column metadata by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieves-a-data-stores-column-metadata-by-data-store-id): In-page section heading. - [List credentials associated by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-credentials-associated-by-data-store-id): In-page section heading. - [Describe data store permissions by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#describe-data-store-permissions-by-data-store-id): In-page section heading. - [Retrieves a data store's data schemas by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieves-a-data-stores-data-schemas-by-data-store-id): In-page section heading. - [Get the data store's access control list by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#get-the-data-stores-access-control-list-by-data-store-id): In-page section heading. - [Modify data store shared roles by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#modify-data-store-shared-roles-by-data-store-id): In-page section heading. - [Retrieve detected standard user-defined functions by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieve-detected-standard-user-defined-functions-by-data-store-id): In-page section heading. - [Start a job to create a standard user-defined function of the given type by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#start-a-job-to-create-a-standard-user-defined-function-of-the-given-type-by-data-store-id): In-page section heading. - [Start the job that detects standard user-defined functions for the given data store, credentials by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#start-the-job-that-detects-standard-user-defined-functions-for-the-given-data-store-credentials-by-data-store-id): In-page section heading. - [Retrieves a data store's database tables (including views) by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieves-a-data-stores-database-tables-including-views-by-data-store-id): In-page section heading. - [Test data store connection by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#test-data-store-connection-by-data-store-id): In-page section heading. - [Verify a SQL query by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#verify-a-sql-query-by-data-store-id): In-page section heading. - [List available driver configurations](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-available-driver-configurations): In-page section heading. - [Driver configuration details by configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#driver-configuration-details-by-configuration-id): In-page section heading. - [Preview data](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#preview-data): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#schemas): In-page section heading. - [ACLAdminConnectionBase](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_ACLAdminConnectionBase): In-page section heading. - [ACLAdminConnectionList](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_ACLAdminConnectionList): In-page section heading. - [ACLAdminConnectionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_ACLAdminConnectionResponse): In-page section heading. - [AccessControl](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_AccessControl): In-page section heading. - [AccessControlWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_AccessControlWithGrant): In-page section heading. - [AzureServicePrincipalCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_AzureServicePrincipalCredentials): In-page section heading. - [BOXJWTCredentialsFields](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_BOXJWTCredentialsFields): In-page section heading. - [BasicCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_BasicCredentials): In-page section heading. - [ConnectorFieldSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_ConnectorFieldSchema): In-page section heading. - [CreateCredentialsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_CreateCredentialsResponse): In-page section heading. - [CreateDataStageRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_CreateDataStageRequest): In-page section heading. - [CreateDataStageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_CreateDataStageResponse): In-page section heading. - [CreateDriverRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_CreateDriverRequest): In-page section heading. - [CredentialsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_CredentialsListResponse): In-page section heading. - [DRConnectorV1Create](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DRConnectorV1Create): In-page section heading. - [DRConnectorV1DataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DRConnectorV1DataSource): In-page section heading. - [DRConnectorV1Details](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DRConnectorV1Details): In-page section heading. - [DRConnectorV1Field](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DRConnectorV1Field): In-page section heading. - [DRConnectorV1Update](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DRConnectorV1Update): In-page section heading. - [DataSourceCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataSourceCreate): In-page section heading. - [DataSourceDescribePermissionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataSourceDescribePermissionsResponse): In-page section heading. - [DataSourceInList](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataSourceInList): In-page section heading. - [DataSourceListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataSourceListResponse): In-page section heading. - [DataSourceRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataSourceRetrieveResponse): In-page section heading. - [DataSourceUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataSourceUpdate): In-page section heading. - [DataStageFinalizeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStageFinalizeResponse): In-page section heading. - [DataStoreColumnResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreColumnResponse): In-page section heading. - [DataStoreColumnsInfoList](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreColumnsInfoList): In-page section heading. - [DataStoreColumnsInfoListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreColumnsInfoListResponse): In-page section heading. - [DataStoreColumnsList](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreColumnsList): In-page section heading. - [DataStoreColumnsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreColumnsListResponse): In-page section heading. - [DataStoreCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreCreate): In-page section heading. - [DataStoreCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreCredentials): In-page section heading. - [DataStoreCredentialsWithCredentialsTypeSupport](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreCredentialsWithCredentialsTypeSupport): In-page section heading. - [DataStoreDescribePermissionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreDescribePermissionsResponse): In-page section heading. - [DataStoreExtendedColumnResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreExtendedColumnResponse): In-page section heading. - [DataStoreListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreListResponse): In-page section heading. - [DataStorePreviewResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStorePreviewResponse): In-page section heading. - [DataStoreResultSchemaResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreResultSchemaResponse): In-page section heading. - [DataStoreRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreRetrieveResponse): In-page section heading. - [DataStoreSQLVerify](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreSQLVerify): In-page section heading. - [DataStoreSQLVerifyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreSQLVerifyResponse): In-page section heading. - [DataStoreSchemasList](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreSchemasList): In-page section heading. - [DataStoreTables](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreTables): In-page section heading. - [DataStoreTablesList](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreTablesList): In-page section heading. - [DataStoreTestResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreTestResponse): In-page section heading. - [DataStoreUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DataStoreUpdate): In-page section heading. - [DatabaseDataStoreCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DatabaseDataStoreCreate): In-page section heading. - [DatabaseDataStoreDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DatabaseDataStoreDetails): In-page section heading. - [DatabaseQueryDataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DatabaseQueryDataSource): In-page section heading. - [DatabaseTableDataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DatabaseTableDataSource): In-page section heading. - [DatabricksAccessTokenCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DatabricksAccessTokenCredentials): In-page section heading. - [DatabricksServicePrincipalCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DatabricksServicePrincipalCredentials): In-page section heading. - [DetectUdfs](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DetectUdfs): In-page section heading. - [DetectedStandardUdfsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DetectedStandardUdfsRetrieveResponse): In-page section heading. - [DriverConfigurationListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DriverConfigurationListResponse): In-page section heading. - [DriverConfigurationRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DriverConfigurationRetrieveResponse): In-page section heading. - [DriverListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DriverListResponse): In-page section heading. - [DriverResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DriverResponse): In-page section heading. - [DriverUploadRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DriverUploadRequest): In-page section heading. - [DriverUploadResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_DriverUploadResponse): In-page section heading. - [ExternalOAuthProviderCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_ExternalOAuthProviderCredentials): In-page section heading. - [GCPKey](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_GCPKey): In-page section heading. - [GoogleServiceAccountCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_GoogleServiceAccountCredentials): In-page section heading. - [GrantAccessControlWithIdWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_GrantAccessControlWithIdWithGrant): In-page section heading. - [GrantAccessControlWithUsernameWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_GrantAccessControlWithUsernameWithGrant): In-page section heading. - [JDBCDataStoreCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JDBCDataStoreCreate): In-page section heading. - [JDBCDataStoreDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JDBCDataStoreDetails): In-page section heading. - [JDBCDataStoreUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JDBCDataStoreUpdate): In-page section heading. - [JDBCFieldSchemas](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JDBCFieldSchemas): In-page section heading. - [JDBCFields](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JDBCFields): In-page section heading. - [JdbcConnectionParameters](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JdbcConnectionParameters): In-page section heading. - [JdbcDataPreview](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JdbcDataPreview): In-page section heading. - [JdbcForeignKey](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JdbcForeignKey): In-page section heading. - [JdbcKeyInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_JdbcKeyInfo): In-page section heading. - [OAuthCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_OAuthCredentials): In-page section heading. - [OptionalDRConnectorV1DataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_OptionalDRConnectorV1DataSource): In-page section heading. - [OptionalDatabaseQueryDataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_OptionalDatabaseQueryDataSource): In-page section heading. - [OptionalDatabaseTableDataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_OptionalDatabaseTableDataSource): In-page section heading. - [PartFinalizeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_PartFinalizeResponse): In-page section heading. - [PartUploadRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_PartUploadRequest): In-page section heading. - [PartUploadResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_PartUploadResponse): In-page section heading. - [S3Credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_S3Credentials): In-page section heading. - [SharedRolesUpdateWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_SharedRolesUpdateWithGrant): In-page section heading. - [SharedRolesWithGrantListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_SharedRolesWithGrantListResponse): In-page section heading. - [SharingListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_SharingListResponse): In-page section heading. - [SharingUpdateOrRemoveWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_SharingUpdateOrRemoveWithGrant): In-page section heading. - [SnowflakeKeyPairCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_SnowflakeKeyPairCredentials): In-page section heading. - [StandardUdfCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_StandardUdfCreate): In-page section heading. - [StatusIdResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_StatusIdResponse): In-page section heading. - [TableDescription](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_TableDescription): In-page section heading. - [UpdateDriverRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_UpdateDriverRequest): In-page section heading. - [UserRoleWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#tocS_UserRoleWithGrant): In-page section heading. - [Data Exports And Tracing](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html): Use the endpoints described below to manage data exports and tracing. - [Data Exports And Tracing](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#data-exports-and-tracing): In-page section heading. - [Gets OTel statistics](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#gets-otel-statistics): In-page section heading. - [Delete all OpenTelemetry logs by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#delete-all-opentelemetry-logs-by-entitytype): In-page section heading. - [Retrieve OpenTelemetry logs by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#retrieve-opentelemetry-logs-by-entitytype): In-page section heading. - [Delete all OpenTelemetry metrics by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#delete-all-opentelemetry-metrics-by-entitytype): In-page section heading. - [Get aggregated values of OpenTelemetry metrics that DataRobot automatically collects by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#get-aggregated-values-of-opentelemetry-metrics-that-datarobot-automatically-collects-by-entitytype): In-page section heading. - [List the OpenTelemetry metric configurations by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#list-the-opentelemetry-metric-configurations-by-entitytype): In-page section heading. - [Create an OpenTelemetry metric configuration by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#create-an-opentelemetry-metric-configuration-by-entitytype): In-page section heading. - [Set all the OpenTelemetry metric configurations by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#set-all-the-opentelemetry-metric-configurations-by-entitytype): In-page section heading. - [Delete an OpenTelemetry metric configuration by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#delete-an-opentelemetry-metric-configuration-by-entitytype): In-page section heading. - [Get the OpenTelemetry metric configuration by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#get-the-opentelemetry-metric-configuration-by-entitytype): In-page section heading. - [Update an OpenTelemetry metric configuration by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#update-an-opentelemetry-metric-configuration-by-entitytype): In-page section heading. - [List pods and containers found by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#list-pods-and-containers-found-by-entitytype): In-page section heading. - [List reported OpenTelemetry metrics of the specified entity by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#list-reported-opentelemetry-metrics-of-the-specified-entity-by-entitytype): In-page section heading. - [Get a single OpenTelemetry metric value of the specified entity over time by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#get-a-single-opentelemetry-metric-value-of-the-specified-entity-over-time-by-entitytype): In-page section heading. - [Get OpenTelemetry metrics values of the specified entity over a single time by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#get-opentelemetry-metrics-values-of-the-specified-entity-over-a-single-time-by-entitytype): In-page section heading. - [Get OpenTelemetry metric values, grouped by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#get-opentelemetry-metric-values-grouped-by-entitytype): In-page section heading. - [Get OpenTelemetry configured metrics values of the specified entity over time by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#get-opentelemetry-configured-metrics-values-of-the-specified-entity-over-time-by-entitytype): In-page section heading. - [Get OpenTelemetry metric values by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#get-opentelemetry-metric-values-by-entitytype): In-page section heading. - [Get OpenTelemetry metric values, grouped by segment attribute by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#get-opentelemetry-metric-values-grouped-by-segment-attribute-by-entitytype): In-page section heading. - [Delete OpenTelemetry traces by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#delete-opentelemetry-traces-by-entitytype): In-page section heading. - [List OpenTelemetry traces by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#list-opentelemetry-traces-by-entitytype): In-page section heading. - [Retrieve the specified OpenTelemetry trace by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#retrieve-the-specified-opentelemetry-trace-by-entitytype): In-page section heading. - [Deprecated means by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#deprecated-means-by-entitytype): In-page section heading. - [Retrieve tracing by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#retrieve-tracing-by-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#schemas): In-page section heading. - [Event](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_Event): In-page section heading. - [LinkView](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_LinkView): In-page section heading. - [OtelAutocollectedMetricValue](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelAutocollectedMetricValue): In-page section heading. - [OtelLogEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelLogEntry): In-page section heading. - [OtelLoggingListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelLoggingListResponse): In-page section heading. - [OtelMetricAggregatedValue](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAggregatedValue): In-page section heading. - [OtelMetricAggregatedValueSegmented](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAggregatedValueSegmented): In-page section heading. - [OtelMetricAggregatedValuesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAggregatedValuesResponse): In-page section heading. - [OtelMetricAggregatedValuesSegmentedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAggregatedValuesSegmentedResponse): In-page section heading. - [OtelMetricAttribute](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAttribute): In-page section heading. - [OtelMetricAttributeList](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAttributeList): In-page section heading. - [OtelMetricAttributeSegmentedValue](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAttributeSegmentedValue): In-page section heading. - [OtelMetricAttributeWithValuesList](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAttributeWithValuesList): In-page section heading. - [OtelMetricAutocollectedValuesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricAutocollectedValuesResponse): In-page section heading. - [OtelMetricConfigCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricConfigCreatePayload): In-page section heading. - [OtelMetricConfigListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricConfigListResponse): In-page section heading. - [OtelMetricConfigObject](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricConfigObject): In-page section heading. - [OtelMetricConfigPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricConfigPayload): In-page section heading. - [OtelMetricConfigSetPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricConfigSetPayload): In-page section heading. - [OtelMetricConfigUpdatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricConfigUpdatePayload): In-page section heading. - [OtelMetricContainerInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricContainerInfo): In-page section heading. - [OtelMetricHistogramBucketValue](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricHistogramBucketValue): In-page section heading. - [OtelMetricPodInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricPodInfo): In-page section heading. - [OtelMetricPodsInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricPodsInfoResponse): In-page section heading. - [OtelMetricSegment](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricSegment): In-page section heading. - [OtelMetricSegmentPeriod](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricSegmentPeriod): In-page section heading. - [OtelMetricSegmentValue](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricSegmentValue): In-page section heading. - [OtelMetricSegmentedValueResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricSegmentedValueResponse): In-page section heading. - [OtelMetricSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricSummary): In-page section heading. - [OtelMetricSummaryResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricSummaryResponse): In-page section heading. - [OtelMetricTimeBucketValue](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricTimeBucketValue): In-page section heading. - [OtelMetricValuePeriod](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricValuePeriod): In-page section heading. - [OtelMetricValuesOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricValuesOverTimeResponse): In-page section heading. - [OtelMetricValuesOverTimeSegmentByMultipleAttrsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricValuesOverTimeSegmentByMultipleAttrsRequest): In-page section heading. - [OtelMetricValuesOverTimeSegmentByMultipleAttrsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelMetricValuesOverTimeSegmentByMultipleAttrsResponse): In-page section heading. - [OtelSingleMetricTimeBucketValue](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelSingleMetricTimeBucketValue): In-page section heading. - [OtelSingleMetricValueOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelSingleMetricValueOverTimeResponse): In-page section heading. - [OtelStats](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelStats): In-page section heading. - [OtelStatsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_OtelStatsResponse): In-page section heading. - [Resource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_Resource): In-page section heading. - [SpanView](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_SpanView): In-page section heading. - [ToolField](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_ToolField): In-page section heading. - [TraceView](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_TraceView): In-page section heading. - [TracingEvaluationMetrics](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_TracingEvaluationMetrics): In-page section heading. - [TracingListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_TracingListResponse): In-page section heading. - [TracingRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_exports_and_tracing.html#tocS_TracingRetrieveResponse): In-page section heading. - [Data Registry](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html): Read below to learn about DataRobot's endpoints for managing data, including topics such as the Data Registry, datasets, feature lists, and blueprints. Reference the [Glossary](glossary/index) and ... - [Data Registry](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#data-registry): In-page section heading. - [List all catalog items accessible by the user](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-all-catalog-items-accessible-by-the-user): In-page section heading. - [Retrieves latest version information, by ID by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieves-latest-version-information-by-id-by-catalog-id): In-page section heading. - [Update the name, description, or tags by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#update-the-name-description-or-tags-by-catalog-id): In-page section heading. - [Create a data engine query generator](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-data-engine-query-generator): In-page section heading. - [Retrieve a data engine query generator by ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-a-data-engine-query-generator-by-id): In-page section heading. - [Create Data Engine workspace state](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-data-engine-workspace-state): In-page section heading. - [Create Data Engine workspace state](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-data-engine-workspace-state_1): In-page section heading. - [Read Data Engine workspace state by workspace state ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#read-data-engine-workspace-state-by-workspace-state-id): In-page section heading. - [List datasets](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-datasets): In-page section heading. - [Execute bulk dataset action](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#execute-bulk-dataset-action): In-page section heading. - [Create dataset](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-dataset): In-page section heading. - [Create a dataset from a data source](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-dataset-from-a-data-source): In-page section heading. - [Create a dataset from a file](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-dataset-from-a-file): In-page section heading. - [Create a dataset from a hdfs](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-dataset-from-a-hdfs): In-page section heading. - [Create a dataset from a recipe](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-dataset-from-a-recipe): In-page section heading. - [Create a dataset from a stage](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-dataset-from-a-stage): In-page section heading. - [Create a dataset from an URL](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-dataset-from-an-url): In-page section heading. - [Delete dataset by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#delete-dataset-by-dataset-id): In-page section heading. - [Get dataset details by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-dataset-details-by-dataset-id): In-page section heading. - [Modify dataset by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#modify-dataset-by-dataset-id): In-page section heading. - [List dataset access by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-dataset-access-by-dataset-id): In-page section heading. - [Modify dataset access by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#modify-dataset-access-by-dataset-id): In-page section heading. - [Get dataset features by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-dataset-features-by-dataset-id): In-page section heading. - [Recover deleted dataset by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#recover-deleted-dataset-by-dataset-id): In-page section heading. - [Get dataset feature histogram by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-dataset-feature-histogram-by-dataset-id): In-page section heading. - [List dataset feature transforms by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-dataset-feature-transforms-by-dataset-id): In-page section heading. - [Create dataset feature transform by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-dataset-feature-transform-by-dataset-id): In-page section heading. - [Get dataset feature transform by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-dataset-feature-transform-by-dataset-id): In-page section heading. - [Retrieve dataset featurelists by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-dataset-featurelists-by-dataset-id): In-page section heading. - [Create dataset featurelist by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-dataset-featurelist-by-dataset-id): In-page section heading. - [Delete dataset featurelist by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#delete-dataset-featurelist-by-dataset-id): In-page section heading. - [Get dataset featurelist by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-dataset-featurelist-by-dataset-id): In-page section heading. - [Update dataset featurelist by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#update-dataset-featurelist-by-dataset-id): In-page section heading. - [Retrieve original dataset data by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-original-dataset-data-by-dataset-id): In-page section heading. - [Describe dataset permissions by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#describe-dataset-permissions-by-dataset-id): In-page section heading. - [Get dataset projects by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-dataset-projects-by-dataset-id): In-page section heading. - [Information about scheduled jobs by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#information-about-scheduled-jobs-by-dataset-id): In-page section heading. - [Schedule dataset refresh by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#schedule-dataset-refresh-by-dataset-id): In-page section heading. - [Deletes an existing dataset refresh job by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#deletes-an-existing-dataset-refresh-job-by-dataset-id): In-page section heading. - [Gets configuration of a user scheduled dataset refresh job by job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#gets-configuration-of-a-user-scheduled-dataset-refresh-job-by-job-id): In-page section heading. - [Update a dataset refresh job by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#update-a-dataset-refresh-job-by-dataset-id): In-page section heading. - [Results of dataset refresh job by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#results-of-dataset-refresh-job-by-dataset-id): In-page section heading. - [List related datasets by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-related-datasets-by-dataset-id): In-page section heading. - [Create dataset relationship by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-dataset-relationship-by-dataset-id): In-page section heading. - [Delete dataset relationship by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#delete-dataset-relationship-by-dataset-id): In-page section heading. - [Update dataset relationship by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#update-dataset-relationship-by-dataset-id): In-page section heading. - [List dataset shared roles by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-dataset-shared-roles-by-dataset-id): In-page section heading. - [Modify dataset shared roles by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#modify-dataset-shared-roles-by-dataset-id): In-page section heading. - [List dataset versions by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-dataset-versions-by-dataset-id): In-page section heading. - [Create dataset version by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-dataset-version-by-dataset-id): In-page section heading. - [Create a version from a data source](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-version-from-a-data-source): In-page section heading. - [Create a version from a file](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-version-from-a-file): In-page section heading. - [Create a version from a hdfs](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-version-from-a-hdfs): In-page section heading. - [Create a version from a latest version](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-version-from-a-latest-version): In-page section heading. - [Create a version from a recipe](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-version-from-a-recipe): In-page section heading. - [Create a version from a stage](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-version-from-a-stage): In-page section heading. - [Create a version from an URL](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-version-from-an-url): In-page section heading. - [Delete dataset version by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#delete-dataset-version-by-dataset-id): In-page section heading. - [Get dataset details by version by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-dataset-details-by-version-by-dataset-id): In-page section heading. - [Retrieve all features details by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-all-features-details-by-id): In-page section heading. - [Recover deleted dataset version by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#recover-deleted-dataset-version-by-dataset-id): In-page section heading. - [Retrieve feature histograms by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-feature-histograms-by-id): In-page section heading. - [Retrieve featurelists by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-featurelists-by-id): In-page section heading. - [Retrieve featurelists by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-featurelists-by-id_1): In-page section heading. - [Retrieve file by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-file-by-id): In-page section heading. - [Create a version from a version](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-version-from-a-version): In-page section heading. - [Get dataset projects by version by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-dataset-projects-by-version-by-dataset-id): In-page section heading. - [Create an empty files catalog item](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-an-empty-files-catalog-item): In-page section heading. - [Create a files catalog item](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-files-catalog-item): In-page section heading. - [Create a file from a file](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-file-from-a-file): In-page section heading. - [Create a file from an URL](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-file-from-an-url): In-page section heading. - [Delete the file by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#delete-the-file-by-catalog-id): In-page section heading. - [Delete files or folders by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#delete-files-or-folders-by-catalog-id): In-page section heading. - [List all files associated by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-all-files-associated-by-catalog-id): In-page section heading. - [Rename a file by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#rename-a-file-by-catalog-id): In-page section heading. - [Create a duplicate files collection by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-duplicate-files-collection-by-catalog-id): In-page section heading. - [Copy a file by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#copy-a-file-by-catalog-id): In-page section heading. - [Copy multiple files by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#copy-multiple-files-by-catalog-id): In-page section heading. - [Recover a deleted file by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#recover-a-deleted-file-by-catalog-id): In-page section heading. - [Retrieve data by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-data-by-catalog-id): In-page section heading. - [Retrieve the requested data by streaming it by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-the-requested-data-by-streaming-it-by-catalog-id): In-page section heading. - [Add file(s) into an existing files catalog item by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#add-files-into-an-existing-files-catalog-item-by-catalog-id): In-page section heading. - [Create a file from a file](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-file-from-a-file_1): In-page section heading. - [Apply staged files by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#apply-staged-files-by-catalog-id): In-page section heading. - [Create a file from an URL](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-file-from-an-url_1): In-page section heading. - [Create links by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-links-by-id): In-page section heading. - [Create an empty stage by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-an-empty-stage-by-catalog-id): In-page section heading. - [Stage file by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#stage-file-by-catalog-id): In-page section heading. - [List catalog versions by catalog ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-catalog-versions-by-catalog-id): In-page section heading. - [Retrieve all files by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-all-files-by-id): In-page section heading. - [Create downloads by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-downloads-by-id): In-page section heading. - [Retrieve file by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-file-by-id_1): In-page section heading. - [Create links by id](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-links-by-id_1): In-page section heading. - [Perform a permanent deletion dry run of a file](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#perform-a-permanent-deletion-dry-run-of-a-file): In-page section heading. - [Permanently delete the files](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#permanently-delete-the-files): In-page section heading. - [Delete user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#delete-user-blueprints): In-page section heading. - [List user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#list-user-blueprints): In-page section heading. - [Create a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-user-blueprint): In-page section heading. - [Clone a blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#clone-a-blueprint): In-page section heading. - [Create a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#create-a-user-blueprint_1): In-page section heading. - [Clone a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#clone-a-user-blueprint): In-page section heading. - [Delete a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#delete-a-user-blueprint-by-user-blueprint-id): In-page section heading. - [Retrieve a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-a-user-blueprint-by-user-blueprint-id): In-page section heading. - [Update a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#update-a-user-blueprint-by-user-blueprint-id): In-page section heading. - [Get the list of users, groups and organizations by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#get-the-list-of-users-groups-and-organizations-by-user-blueprint-id): In-page section heading. - [Share a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#share-a-user-blueprint-by-user-blueprint-id): In-page section heading. - [Validate many user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#validate-many-user-blueprints): In-page section heading. - [Retrieve input types](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-input-types): In-page section heading. - [Add user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#add-user-blueprints): In-page section heading. - [Validate task parameters](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#validate-task-parameters): In-page section heading. - [Retrieve tasks](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#retrieve-tasks): In-page section heading. - [Validate a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#validate-a-user-blueprint): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#schemas): In-page section heading. - [AddFilesIntoContainerFromDataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_AddFilesIntoContainerFromDataSource): In-page section heading. - [AddFilesIntoContainerFromFile](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_AddFilesIntoContainerFromFile): In-page section heading. - [AddFilesIntoContainerFromUrl](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_AddFilesIntoContainerFromUrl): In-page section heading. - [AddFromStage](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_AddFromStage): In-page section heading. - [AllowExtra](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_AllowExtra): In-page section heading. - [AzureServicePrincipalCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_AzureServicePrincipalCredentials): In-page section heading. - [BaseFilesVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BaseFilesVersionResponse): In-page section heading. - [BasicCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BasicCredentials): In-page section heading. - [BasicDatasetDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BasicDatasetDetailsResponse): In-page section heading. - [BasicDatasetWithSizeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BasicDatasetWithSizeResponse): In-page section heading. - [BpData](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BpData): In-page section heading. - [BulkCatalogAppendTagsPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BulkCatalogAppendTagsPayload): In-page section heading. - [BulkCatalogDeletePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BulkCatalogDeletePayload): In-page section heading. - [BulkCatalogSharePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BulkCatalogSharePayload): In-page section heading. - [BulkDatasetAction](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_BulkDatasetAction): In-page section heading. - [CatalogDetailsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogDetailsRetrieveResponse): In-page section heading. - [CatalogExtendedDetailsDataOriginResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogExtendedDetailsDataOriginResponse): In-page section heading. - [CatalogExtendedDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogExtendedDetailsResponse): In-page section heading. - [CatalogIdAndVersionMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogIdAndVersionMetadata): In-page section heading. - [CatalogListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogListResponse): In-page section heading. - [CatalogListSearchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogListSearchResponse): In-page section heading. - [CatalogRolesWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogRolesWithId): In-page section heading. - [CatalogRolesWithNames](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogRolesWithNames): In-page section heading. - [CatalogSharedRoles](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CatalogSharedRoles): In-page section heading. - [CloneFiles](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CloneFiles): In-page section heading. - [ColnameAndType](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_ColnameAndType): In-page section heading. - [CopyBatch](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CopyBatch): In-page section heading. - [CopyFileOrFolder](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CopyFileOrFolder): In-page section heading. - [CreateDataEngineQueryGenerator](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CreateDataEngineQueryGenerator): In-page section heading. - [CreateFromRecipe](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CreateFromRecipe): In-page section heading. - [CreateWorkspaceState](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CreateWorkspaceState): In-page section heading. - [CreateWorkspaceStateFromQueryGenerator](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CreateWorkspaceStateFromQueryGenerator): In-page section heading. - [CreatedDatasetDataEngineResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CreatedDatasetDataEngineResponse): In-page section heading. - [CreatedDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CreatedDatasetResponse): In-page section heading. - [CreatedFilesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CreatedFilesResponse): In-page section heading. - [CreatedLinksResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_CreatedLinksResponse): In-page section heading. - [DataEngineDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DataEngineDataset): In-page section heading. - [DatabricksAccessTokenCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatabricksAccessTokenCredentials): In-page section heading. - [DatabricksServicePrincipalCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatabricksServicePrincipalCredentials): In-page section heading. - [DatasetAccessControlListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetAccessControlListResponse): In-page section heading. - [DatasetAccessControlResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetAccessControlResponse): In-page section heading. - [DatasetAccessInner](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetAccessInner): In-page section heading. - [DatasetAccessSet](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetAccessSet): In-page section heading. - [DatasetCreateFromWorkspaceState](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetCreateFromWorkspaceState): In-page section heading. - [DatasetCreateVersionFromRecipe](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetCreateVersionFromRecipe): In-page section heading. - [DatasetCreateVersionFromWorkspaceState](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetCreateVersionFromWorkspaceState): In-page section heading. - [DatasetDescribePermissionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetDescribePermissionsResponse): In-page section heading. - [DatasetFeatureHistogramResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetFeatureHistogramResponse): In-page section heading. - [DatasetFeaturePlotDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetFeaturePlotDataResponse): In-page section heading. - [DatasetFeatureResponseWithDataQuality](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetFeatureResponseWithDataQuality): In-page section heading. - [DatasetFeaturelistListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetFeaturelistListResponse): In-page section heading. - [DatasetFeaturelistResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetFeaturelistResponse): In-page section heading. - [DatasetFeaturesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetFeaturesListResponse): In-page section heading. - [DatasetFromFile](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetFromFile): In-page section heading. - [DatasetFromStage](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetFromStage): In-page section heading. - [DatasetListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetListResponse): In-page section heading. - [DatasetProject](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetProject): In-page section heading. - [DatasetProjectListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetProjectListResponse): In-page section heading. - [DatasetProjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetProjectResponse): In-page section heading. - [DatasetRefresh](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRefresh): In-page section heading. - [DatasetRefreshExecutionResult](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRefreshExecutionResult): In-page section heading. - [DatasetRefreshJobCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRefreshJobCreate): In-page section heading. - [DatasetRefreshJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRefreshJobResponse): In-page section heading. - [DatasetRefreshJobRetrieveExecutionResultsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRefreshJobRetrieveExecutionResultsResponse): In-page section heading. - [DatasetRefreshJobUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRefreshJobUpdate): In-page section heading. - [DatasetRefreshJobsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRefreshJobsListResponse): In-page section heading. - [DatasetRelationshipCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRelationshipCreate): In-page section heading. - [DatasetRelationshipListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRelationshipListResponse): In-page section heading. - [DatasetRelationshipResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRelationshipResponse): In-page section heading. - [DatasetRelationshipUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetRelationshipUpdate): In-page section heading. - [DatasetTransformListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetTransformListResponse): In-page section heading. - [DatasetTransformResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DatasetTransformResponse): In-page section heading. - [Datasource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_Datasource): In-page section heading. - [DeleteFilesOrFolders](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DeleteFilesOrFolders): In-page section heading. - [DeleteFilesOrFoldersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DeleteFilesOrFoldersResponse): In-page section heading. - [DeletedFilesCountPerPathItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_DeletedFilesCountPerPathItemResponse): In-page section heading. - [EntityCountByTypeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_EntityCountByTypeResponse): In-page section heading. - [ExternalOAuthProviderCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_ExternalOAuthProviderCredentials): In-page section heading. - [FeatureCountByTypeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FeatureCountByTypeResponse): In-page section heading. - [FeatureKeySummaryDetailsResponseValidatorMultilabel](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FeatureKeySummaryDetailsResponseValidatorMultilabel): In-page section heading. - [FeatureKeySummaryDetailsResponseValidatorSummarizedCategorical](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FeatureKeySummaryDetailsResponseValidatorSummarizedCategorical): In-page section heading. - [FeatureKeySummaryResponseValidatorMultilabel](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FeatureKeySummaryResponseValidatorMultilabel): In-page section heading. - [FeatureKeySummaryResponseValidatorSummarizedCategorical](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FeatureKeySummaryResponseValidatorSummarizedCategorical): In-page section heading. - [FeatureListCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FeatureListCreate): In-page section heading. - [FeatureListModify](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FeatureListModify): In-page section heading. - [FeatureTransform](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FeatureTransform): In-page section heading. - [FilePermadelete](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilePermadelete): In-page section heading. - [FilePermadeleteDryRunResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilePermadeleteDryRunResponse): In-page section heading. - [FilePermadeleteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilePermadeleteResponse): In-page section heading. - [FilePermadeleteWarnings](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilePermadeleteWarnings): In-page section heading. - [FileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FileResponse): In-page section heading. - [FileToVersionMap](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FileToVersionMap): In-page section heading. - [FileUpload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FileUpload): In-page section heading. - [FilesAsyncResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesAsyncResponse): In-page section heading. - [FilesDuration](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesDuration): In-page section heading. - [FilesDurationAndFiles](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesDurationAndFiles): In-page section heading. - [FilesEmpty](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesEmpty): In-page section heading. - [FilesFromDataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesFromDataSource): In-page section heading. - [FilesFromFile](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesFromFile): In-page section heading. - [FilesFromUrl](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesFromUrl): In-page section heading. - [FilesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesListResponse): In-page section heading. - [FilesStageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesStageResponse): In-page section heading. - [FilesVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FilesVersionResponse): In-page section heading. - [FromLatest](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FromLatest): In-page section heading. - [FromSpecific](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FromSpecific): In-page section heading. - [FullDatasetDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_FullDatasetDetailsResponse): In-page section heading. - [GCPKey](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_GCPKey): In-page section heading. - [GeneratorSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_GeneratorSettings): In-page section heading. - [GetDatasetVersionProjectsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_GetDatasetVersionProjectsResponse): In-page section heading. - [GoogleServiceAccountCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_GoogleServiceAccountCredentials): In-page section heading. - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_GrantAccessControlWithId): In-page section heading. - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_GrantAccessControlWithUsername): In-page section heading. - [Hdfs](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_Hdfs): In-page section heading. - [Link](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_Link): In-page section heading. - [MaterializationDestination](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_MaterializationDestination): In-page section heading. - [OAuthCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_OAuthCredentials): In-page section heading. - [ParamValuePair](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_ParamValuePair): In-page section heading. - [PatchDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_PatchDataset): In-page section heading. - [RenameFileOrFolderBody](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_RenameFileOrFolderBody): In-page section heading. - [RetrieveDataEngineQueryResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_RetrieveDataEngineQueryResponse): In-page section heading. - [S3Credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_S3Credentials): In-page section heading. - [SampleSize](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_SampleSize): In-page section heading. - [SharedRolesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_SharedRolesListResponse): In-page section heading. - [SharedRolesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_SharedRolesResponse): In-page section heading. - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_SharedRolesUpdate): In-page section heading. - [SnowflakeKeyPairCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_SnowflakeKeyPairCredentials): In-page section heading. - [TimeSeriesProperties](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_TimeSeriesProperties): In-page section heading. - [UpdateCatalogMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UpdateCatalogMetadata): In-page section heading. - [UpdateDatasetDeleted](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UpdateDatasetDeleted): In-page section heading. - [UpdateFileDeleted](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UpdateFileDeleted): In-page section heading. - [Url](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_Url): In-page section heading. - [UserBlueprintAddToMenu](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintAddToMenu): In-page section heading. - [UserBlueprintAddToMenuResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintAddToMenuResponse): In-page section heading. - [UserBlueprintAddedToMenuItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintAddedToMenuItem): In-page section heading. - [UserBlueprintBulkValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintBulkValidationRequest): In-page section heading. - [UserBlueprintCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintCreate): In-page section heading. - [UserBlueprintCreateFromBlueprintId](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintCreateFromBlueprintId): In-page section heading. - [UserBlueprintCreateFromCustomTaskVersionIdPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintCreateFromCustomTaskVersionIdPayload): In-page section heading. - [UserBlueprintCreateFromUserBlueprintId](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintCreateFromUserBlueprintId): In-page section heading. - [UserBlueprintFailedToAddToMenuItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintFailedToAddToMenuItem): In-page section heading. - [UserBlueprintSharedRolesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintSharedRolesListResponse): In-page section heading. - [UserBlueprintSharedRolesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintSharedRolesResponse): In-page section heading. - [UserBlueprintTask](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTask): In-page section heading. - [UserBlueprintTaskArgument](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTaskArgument): In-page section heading. - [UserBlueprintTaskArgumentDefinition](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTaskArgumentDefinition): In-page section heading. - [UserBlueprintTaskCategoryItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTaskCategoryItem): In-page section heading. - [UserBlueprintTaskCustomTaskMetadataWithArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTaskCustomTaskMetadataWithArguments): In-page section heading. - [UserBlueprintTaskLookupEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTaskLookupEntry): In-page section heading. - [UserBlueprintTaskParameterValidation](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTaskParameterValidation): In-page section heading. - [UserBlueprintTaskParameterValidationRequestParamItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTaskParameterValidationRequestParamItem): In-page section heading. - [UserBlueprintTasksResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintTasksResponse): In-page section heading. - [UserBlueprintUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintUpdate): In-page section heading. - [UserBlueprintValidation](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintValidation): In-page section heading. - [UserBlueprintsBlueprintTask](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsBlueprintTask): In-page section heading. - [UserBlueprintsBlueprintTaskData](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsBlueprintTaskData): In-page section heading. - [UserBlueprintsBulkDelete](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsBulkDelete): In-page section heading. - [UserBlueprintsBulkDeleteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsBulkDeleteResponse): In-page section heading. - [UserBlueprintsBulkValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsBulkValidationResponse): In-page section heading. - [UserBlueprintsBulkValidationResponseItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsBulkValidationResponseItem): In-page section heading. - [UserBlueprintsDetailedItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsDetailedItem): In-page section heading. - [UserBlueprintsHexColumnNameLookupEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsHexColumnNameLookupEntry): In-page section heading. - [UserBlueprintsInputType](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsInputType): In-page section heading. - [UserBlueprintsInputTypesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsInputTypesResponse): In-page section heading. - [UserBlueprintsListItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsListItem): In-page section heading. - [UserBlueprintsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsListResponse): In-page section heading. - [UserBlueprintsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsRetrieveResponse): In-page section heading. - [UserBlueprintsValidateTaskParameter](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsValidateTaskParameter): In-page section heading. - [UserBlueprintsValidateTaskParametersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsValidateTaskParametersResponse): In-page section heading. - [UserBlueprintsValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_UserBlueprintsValidationResponse): In-page section heading. - [VertexContextItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_VertexContextItem): In-page section heading. - [VertexContextItemInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_VertexContextItemInfo): In-page section heading. - [VertexContextItemMessages](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_VertexContextItemMessages): In-page section heading. - [WorkspaceSourceCreatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_WorkspaceSourceCreatedResponse): In-page section heading. - [WorkspaceSourceDatasetWithCredsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_WorkspaceSourceDatasetWithCredsResponse): In-page section heading. - [WorkspaceStateCreatedFromQueryGeneratorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_WorkspaceStateCreatedFromQueryGeneratorResponse): In-page section heading. - [WorkspaceStateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_registry.html#tocS_WorkspaceStateResponse): In-page section heading. - [Data wrangling](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html): This page outlines the operations and endpoints for data wrangling (preparation). - [Data wrangling](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#data-wrangling): In-page section heading. - [List recipes](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#list-recipes): In-page section heading. - [Create a recipe and a data source](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#create-a-recipe-and-a-data-source): In-page section heading. - [Create a recipe given dataset](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#create-a-recipe-given-dataset): In-page section heading. - [Clone given wrangling recipe](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#clone-given-wrangling-recipe): In-page section heading. - [Deletes the wrangling recipe by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#deletes-the-wrangling-recipe-by-recipe-id): In-page section heading. - [Retrieve a wrangling recipe by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#retrieve-a-wrangling-recipe-by-recipe-id): In-page section heading. - [Patched wrangling recipe by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#patched-wrangling-recipe-by-recipe-id): In-page section heading. - [Updates the downsampling by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#updates-the-downsampling-by-recipe-id): In-page section heading. - [Gets inputs by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#gets-inputs-by-recipe-id): In-page section heading. - [Sets the input of the given recipe by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#sets-the-input-of-the-given-recipe-by-recipe-id): In-page section heading. - [Retrieve recipe insights by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#retrieve-recipe-insights-by-recipe-id): In-page section heading. - [Update the operations by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#update-the-operations-by-recipe-id): In-page section heading. - [Retrieve a recipe operation details by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#retrieve-a-recipe-operation-details-by-recipe-id): In-page section heading. - [Retrieve a wrangling preview by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#retrieve-a-wrangling-preview-by-recipe-id): In-page section heading. - [Start the job by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#start-the-job-by-recipe-id): In-page section heading. - [Submit a relationship quality assessment job by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#submit-a-relationship-quality-assessment-job-by-recipe-id): In-page section heading. - [Updates recipe settings by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#updates-recipe-settings-by-recipe-id): In-page section heading. - [Build SQL query by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#build-sql-query-by-recipe-id): In-page section heading. - [Generate a time series transformation plan by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#generate-a-time-series-transformation-plan-by-recipe-id): In-page section heading. - [Retrieve generated time series transformation plan by recipe ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#retrieve-generated-time-series-transformation-plan-by-recipe-id): In-page section heading. - [Stop wrangling session](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#stop-wrangling-session): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#schemas): In-page section heading. - [AggregateDirectiveArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_AggregateDirectiveArguments): In-page section heading. - [Aggregation](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_Aggregation): In-page section heading. - [BaseCategoricalStatsArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_BaseCategoricalStatsArguments): In-page section heading. - [BaseDirectiveArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_BaseDirectiveArguments): In-page section heading. - [BaseLagsArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_BaseLagsArguments): In-page section heading. - [BaseNumericStatsArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_BaseNumericStatsArguments): In-page section heading. - [BuildRecipeSql](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_BuildRecipeSql): In-page section heading. - [BuildRecipeSqlResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_BuildRecipeSqlResponse): In-page section heading. - [CatalogPasswordCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_CatalogPasswordCredentials): In-page section heading. - [ComputeNewDirectiveArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_ComputeNewDirectiveArguments): In-page section heading. - [DataStoreExtendedColumnNoKeysResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_DataStoreExtendedColumnNoKeysResponse): In-page section heading. - [DatasetDefinition](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_DatasetDefinition): In-page section heading. - [DatasetFeaturePlotDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_DatasetFeaturePlotDataResponse): In-page section heading. - [DatasetInputCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_DatasetInputCreate): In-page section heading. - [DatasetInputSampling](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_DatasetInputSampling): In-page section heading. - [DatetimeSampleArgumentsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_DatetimeSampleArgumentsCreate): In-page section heading. - [DownsamplingRandomDirectiveArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_DownsamplingRandomDirectiveArguments): In-page section heading. - [DropColumnsArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_DropColumnsArguments): In-page section heading. - [EfficientRowBasedSampleArgumentsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_EfficientRowBasedSampleArgumentsCreate): In-page section heading. - [ExperimentContainerUserResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_ExperimentContainerUserResponse): In-page section heading. - [FeatureDerivationWindow](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_FeatureDerivationWindow): In-page section heading. - [FeatureDiscoverySettingResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_FeatureDiscoverySettingResponse): In-page section heading. - [FeatureKeySummaryDetailsResponseValidatorMultilabel](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_FeatureKeySummaryDetailsResponseValidatorMultilabel): In-page section heading. - [FeatureKeySummaryDetailsResponseValidatorSummarizedCategorical](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_FeatureKeySummaryDetailsResponseValidatorSummarizedCategorical): In-page section heading. - [FeatureKeySummaryResponseValidatorMultilabel](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_FeatureKeySummaryResponseValidatorMultilabel): In-page section heading. - [FeatureKeySummaryResponseValidatorSummarizedCategorical](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_FeatureKeySummaryResponseValidatorSummarizedCategorical): In-page section heading. - [FilterCondition](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_FilterCondition): In-page section heading. - [FilterDirectiveArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_FilterDirectiveArguments): In-page section heading. - [GenerateTransformationPlan](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_GenerateTransformationPlan): In-page section heading. - [GenericRecipeFromDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_GenericRecipeFromDataset): In-page section heading. - [InputParametersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_InputParametersResponse): In-page section heading. - [JDBCTableDataSourceInputCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_JDBCTableDataSourceInputCreate): In-page section heading. - [JoinArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_JoinArguments): In-page section heading. - [LimitDirectiveArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_LimitDirectiveArguments): In-page section heading. - [OneOfDirective](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_OneOfDirective): In-page section heading. - [OneOfDownsamplingDirective](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_OneOfDownsamplingDirective): In-page section heading. - [OneOfTransforms](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_OneOfTransforms): In-page section heading. - [OperationDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_OperationDetails): In-page section heading. - [PatchRecipe](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_PatchRecipe): In-page section heading. - [RandomSampleArgumentsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RandomSampleArgumentsCreate): In-page section heading. - [RecipeDownsamplingUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeDownsamplingUpdate): In-page section heading. - [RecipeFromDataSourceCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeFromDataSourceCreate): In-page section heading. - [RecipeFromRecipeCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeFromRecipeCreate): In-page section heading. - [RecipeInput](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeInput): In-page section heading. - [RecipeInputResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeInputResponse): In-page section heading. - [RecipeInputStatsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeInputStatsResponse): In-page section heading. - [RecipeInputUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeInputUpdate): In-page section heading. - [RecipeInputsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeInputsResponse): In-page section heading. - [RecipeOperationsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeOperationsUpdate): In-page section heading. - [RecipePreviewResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipePreviewResponse): In-page section heading. - [RecipeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeResponse): In-page section heading. - [RecipeRunPreviewAsync](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeRunPreviewAsync): In-page section heading. - [RecipeSettingsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeSettingsResponse): In-page section heading. - [RecipeSettingsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipeSettingsUpdate): In-page section heading. - [RecipesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RecipesListResponse): In-page section heading. - [RefinexInsightsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RefinexInsightsResponse): In-page section heading. - [Relationship](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_Relationship): In-page section heading. - [RelationshipQualityAssessmentsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RelationshipQualityAssessmentsCreate): In-page section heading. - [RelationshipsConfigPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RelationshipsConfigPayload): In-page section heading. - [RenameColumn](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RenameColumn): In-page section heading. - [RenameColumnsArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_RenameColumnsArguments): In-page section heading. - [ReplaceDirectiveArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_ReplaceDirectiveArguments): In-page section heading. - [SampleDirectiveCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_SampleDirectiveCreate): In-page section heading. - [SmartDownsamplingArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_SmartDownsamplingArguments): In-page section heading. - [StatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_StatusResponse): In-page section heading. - [StopSession](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_StopSession): In-page section heading. - [StoredCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_StoredCredentials): In-page section heading. - [TableSampleArgumentsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_TableSampleArgumentsCreate): In-page section heading. - [TaskPlanItem](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_TaskPlanItem): In-page section heading. - [TimeSeriesDirective](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_TimeSeriesDirective): In-page section heading. - [TimeSeriesDirectiveArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_TimeSeriesDirectiveArguments): In-page section heading. - [TransformationPlanResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_TransformationPlanResponse): In-page section heading. - [WranglingFeatureResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/data_wrangling.html#tocS_WranglingFeatureResponse): In-page section heading. - [DataRobot models](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html): Use the endpoints described below to manage DataRobot models. - [DataRobot models](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#datarobot-models): In-page section heading. - [List of bias mitigated models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-of-bias-mitigated-models-by-project-id): In-page section heading. - [Add a request by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#add-a-request-by-project-id): In-page section heading. - [Get bias mitigation data quality information by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-bias-mitigation-data-quality-information-by-project-id): In-page section heading. - [Submit a job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#submit-a-job-by-project-id): In-page section heading. - [List all blenders by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-all-blenders-by-project-id): In-page section heading. - [Create a blender by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#create-a-blender-by-project-id): In-page section heading. - [Check if models can be blended by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#check-if-models-can-be-blended-by-project-id): In-page section heading. - [Retrieve a blender by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-a-blender-by-project-id): In-page section heading. - [Retrieve all existing combined models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-all-existing-combined-models-by-project-id): In-page section heading. - [Retrieve an existing combined model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-an-existing-combined-model-by-project-id): In-page section heading. - [Retrieve Combined Model segments info by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-combined-model-segments-info-by-project-id): In-page section heading. - [Download Combined Model segments info by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#download-combined-model-segments-info-by-project-id): In-page section heading. - [List datetime partitioned project models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-datetime-partitioned-project-models-by-project-id): In-page section heading. - [Train a new datetime model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#train-a-new-datetime-model-by-project-id): In-page section heading. - [Retrain an existing datetime model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrain-an-existing-datetime-model-by-project-id): In-page section heading. - [Get datetime model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-datetime-model-by-project-id): In-page section heading. - [Score all the available backtests of a datetime model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#score-all-the-available-backtests-of-a-datetime-model-by-project-id): In-page section heading. - [Prepare a model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#prepare-a-model-by-project-id): In-page section heading. - [Retrieve Eureqa model details plot by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-eureqa-model-details-plot-by-project-id): In-page section heading. - [Retrieve eureqa model detail by id](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-eureqa-model-detail-by-id): In-page section heading. - [Create a new model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#create-a-new-model-by-project-id): In-page section heading. - [Retrieve the pareto front by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-the-pareto-front-by-project-id): In-page section heading. - [Train a frozen datetime model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#train-a-frozen-datetime-model-by-project-id): In-page section heading. - [List all frozen models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-all-frozen-models-by-project-id): In-page section heading. - [Train a new frozen model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#train-a-new-frozen-model-by-project-id): In-page section heading. - [Look up a particular frozen model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#look-up-a-particular-frozen-model-by-project-id): In-page section heading. - [Train a new incremental learning model based on an existing model and external data, that was not by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#train-a-new-incremental-learning-model-based-on-an-existing-model-and-external-data-that-was-not-by-project-id): In-page section heading. - [List modeling jobs by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-modeling-jobs-by-project-id): In-page section heading. - [Cancel a modeling job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#cancel-a-modeling-job-by-project-id): In-page section heading. - [Look up a specific modeling job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#look-up-a-specific-modeling-job-by-project-id): In-page section heading. - [Retrieve model records, supports filtering by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-model-records-supports-filtering-by-project-id): In-page section heading. - [List project models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-project-models-by-project-id): In-page section heading. - [Train a new model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#train-a-new-model-by-project-id): In-page section heading. - [Retrain a model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrain-a-model-by-project-id): In-page section heading. - [Delete a model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#delete-a-model-by-project-id): In-page section heading. - [Get model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-model-by-project-id): In-page section heading. - [Update a model's attributes by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#update-a-models-attributes-by-project-id): In-page section heading. - [Create advanced tuning by id](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#create-advanced-tuning-by-id): In-page section heading. - [Retrieve information about all advanced tuning parameters available by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-information-about-all-advanced-tuning-parameters-available-by-project-id): In-page section heading. - [Retrieve cluster names assigned by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-cluster-names-assigned-by-project-id): In-page section heading. - [Update cluster names assigned by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#update-cluster-names-assigned-by-project-id): In-page section heading. - [Run cross validation by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#run-cross-validation-by-project-id): In-page section heading. - [Get cross validation scores by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-cross-validation-scores-by-project-id): In-page section heading. - [List the features used by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-the-features-used-by-project-id): In-page section heading. - [Retrieve grid search scores by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-grid-search-scores-by-project-id): In-page section heading. - [Retrieve a summary of how the model's subtasks handle missing values by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-a-summary-of-how-the-models-subtasks-handle-missing-values-by-project-id): In-page section heading. - [Get number of iterations trained by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-number-of-iterations-trained-by-project-id): In-page section heading. - [Retrieve model parameters by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-model-parameters-by-project-id): In-page section heading. - [Retrieve prediction intervals that are already calculated by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-prediction-intervals-that-are-already-calculated-by-project-id): In-page section heading. - [Calculate prediction intervals by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#calculate-prediction-intervals-by-project-id): In-page section heading. - [Check a Model for Prime Eligibility by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#check-a-model-for-prime-eligibility-by-project-id): In-page section heading. - [List rulesets by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-rulesets-by-project-id): In-page section heading. - [Create Rulesets by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#create-rulesets-by-project-id): In-page section heading. - [Retrieve scoring code by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-scoring-code-by-project-id): In-page section heading. - [Get supported capabilities by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-supported-capabilities-by-project-id): In-page section heading. - [Get Prime files by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-prime-files-by-project-id): In-page section heading. - [Create a Prime File by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#create-a-prime-file-by-project-id): In-page section heading. - [Retrieve metadata about a DataRobot Prime file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-metadata-about-a-datarobot-prime-file-by-project-id): In-page section heading. - [Download code by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#download-code-by-project-id): In-page section heading. - [List all Prime models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-all-prime-models-by-project-id): In-page section heading. - [Create a Prime Model from a Ruleset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#create-a-prime-model-from-a-ruleset-by-project-id): In-page section heading. - [Retrieve Prime model details by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#retrieve-prime-model-details-by-project-id): In-page section heading. - [List recommended models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#list-recommended-models-by-project-id): In-page section heading. - [Get the recommended model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-the-recommended-model-by-project-id): In-page section heading. - [Get RuleFit code files by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-rulefit-code-files-by-project-id): In-page section heading. - [Create a RuleFit code file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#create-a-rulefit-code-file-by-project-id): In-page section heading. - [Get RuleFit code file information by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#get-rulefit-code-file-information-by-project-id): In-page section heading. - [Download RuleFit code by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#download-rulefit-code-by-project-id): In-page section heading. - [Update champion model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#update-champion-model-by-project-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#schemas): In-page section heading. - [AdvancedTuningArgumentsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_AdvancedTuningArgumentsRetrieveResponse): In-page section heading. - [BacktestStatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BacktestStatusResponse): In-page section heading. - [BaseConstraintType](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BaseConstraintType): In-page section heading. - [BiasMitigatedModelsDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BiasMitigatedModelsDataResponse): In-page section heading. - [BiasMitigatedModelsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BiasMitigatedModelsListResponse): In-page section heading. - [BiasMitigationModelCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BiasMitigationModelCreate): In-page section heading. - [BlenderCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BlenderCreate): In-page section heading. - [BlenderInfoRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BlenderInfoRetrieveResponse): In-page section heading. - [BlenderListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BlenderListResponse): In-page section heading. - [BlenderRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_BlenderRetrieveResponse): In-page section heading. - [ClassificationBinDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ClassificationBinDataResponse): In-page section heading. - [ClusterInfoList](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ClusterInfoList): In-page section heading. - [ClusterNamesMappingValidation](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ClusterNamesMappingValidation): In-page section heading. - [ClusterNamesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ClusterNamesResponse): In-page section heading. - [ClusterNamesUpdateParam](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ClusterNamesUpdateParam): In-page section heading. - [CombinedModelListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_CombinedModelListResponse): In-page section heading. - [CombinedModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_CombinedModelResponse): In-page section heading. - [CombinedModelSegmentsPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_CombinedModelSegmentsPaginatedResponse): In-page section heading. - [CombinedModelSegmentsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_CombinedModelSegmentsResponse): In-page section heading. - [CommonGetAndListCombinedModel](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_CommonGetAndListCombinedModel): In-page section heading. - [Constraints](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_Constraints): In-page section heading. - [CrossValidationRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_CrossValidationRetrieveResponse): In-page section heading. - [DatetimeModelDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_DatetimeModelDetailsResponse): In-page section heading. - [DatetimeModelRecordResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_DatetimeModelRecordResponse): In-page section heading. - [DatetimeModelSubmissionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_DatetimeModelSubmissionResponse): In-page section heading. - [DatetimeModelsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_DatetimeModelsResponse): In-page section heading. - [DerivedFeatures](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_DerivedFeatures): In-page section heading. - [Empty](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_Empty): In-page section heading. - [EureqaDistributionDetailResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_EureqaDistributionDetailResponse): In-page section heading. - [EureqaLeaderboardEntryPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_EureqaLeaderboardEntryPayload): In-page section heading. - [EureqaModelDetailResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_EureqaModelDetailResponse): In-page section heading. - [Float](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_Float): In-page section heading. - [FloatList](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_FloatList): In-page section heading. - [FrozenModelCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_FrozenModelCreate): In-page section heading. - [FrozenModelListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_FrozenModelListResponse): In-page section heading. - [GridSearchArgument](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_GridSearchArgument): In-page section heading. - [GridSearchScoresRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_GridSearchScoresRetrieveResponse): In-page section heading. - [HyperparametersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_HyperparametersResponse): In-page section heading. - [Int](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_Int): In-page section heading. - [IntList](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_IntList): In-page section heading. - [MessagesInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_MessagesInfo): In-page section heading. - [MissingReportRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_MissingReportRetrieve): In-page section heading. - [ModelAdvancedTuning](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelAdvancedTuning): In-page section heading. - [ModelCapabilitiesRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelCapabilitiesRetrieveResponse): In-page section heading. - [ModelDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelDetailsResponse): In-page section heading. - [ModelFeatureListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelFeatureListResponse): In-page section heading. - [ModelJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelJobResponse): In-page section heading. - [ModelLifecycle](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelLifecycle): In-page section heading. - [ModelParametersRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelParametersRetrieveResponse): In-page section heading. - [ModelRecordResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelRecordResponse): In-page section heading. - [ModelRecordsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelRecordsResponse): In-page section heading. - [ModelRetrainResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelRetrainResponse): In-page section heading. - [ModelUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelUpdate): In-page section heading. - [ModelingJobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ModelingJobListResponse): In-page section heading. - [NumIterationsTrainedData](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_NumIterationsTrainedData): In-page section heading. - [NumIterationsTrainedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_NumIterationsTrainedResponse): In-page section heading. - [OneMessageInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_OneMessageInfo): In-page section heading. - [ParameterItem](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ParameterItem): In-page section heading. - [Parameters](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_Parameters): In-page section heading. - [ParetoFrontResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_ParetoFrontResponse): In-page section heading. - [PerFeatureMissingReport](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PerFeatureMissingReport): In-page section heading. - [PerFeatureTaskMissingReport](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PerFeatureTaskMissingReport): In-page section heading. - [PlotDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PlotDataResponse): In-page section heading. - [PredictionIntervalsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PredictionIntervalsCreate): In-page section heading. - [PredictionIntervalsCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PredictionIntervalsCreateResponse): In-page section heading. - [PredictionIntervalsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PredictionIntervalsListResponse): In-page section heading. - [PrepareForDeployment](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrepareForDeployment): In-page section heading. - [PrimeFileCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeFileCreate): In-page section heading. - [PrimeFileListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeFileListResponse): In-page section heading. - [PrimeFileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeFileResponse): In-page section heading. - [PrimeInfoRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeInfoRetrieveResponse): In-page section heading. - [PrimeModelCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeModelCreatePayload): In-page section heading. - [PrimeModelDetailsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeModelDetailsRetrieveResponse): In-page section heading. - [PrimeModelListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeModelListResponse): In-page section heading. - [PrimeRulesetsCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeRulesetsCreatePayload): In-page section heading. - [PrimeRulesetsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_PrimeRulesetsListResponse): In-page section heading. - [Reasons](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_Reasons): In-page section heading. - [RecommendedModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_RecommendedModelResponse): In-page section heading. - [RetrainDatetimeModel](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_RetrainDatetimeModel): In-page section heading. - [RetrainModel](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_RetrainModel): In-page section heading. - [RuleFitCodeFileCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_RuleFitCodeFileCreate): In-page section heading. - [RuleFitCodeFileListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_RuleFitCodeFileListResponse): In-page section heading. - [RuleFitCodeFileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_RuleFitCodeFileResponse): In-page section heading. - [SegmentChampionModelUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_SegmentChampionModelUpdate): In-page section heading. - [SegmentChampionModelUpdateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_SegmentChampionModelUpdateResponse): In-page section heading. - [SegmentProjectModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_SegmentProjectModelResponse): In-page section heading. - [Select](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_Select): In-page section heading. - [SolutionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_SolutionResponse): In-page section heading. - [StageCoefficients](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_StageCoefficients): In-page section heading. - [TrainDatetimeFrozenModel](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_TrainDatetimeFrozenModel): In-page section heading. - [TrainDatetimeModel](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_TrainDatetimeModel): In-page section heading. - [TrainIncrementalLearningModel](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_TrainIncrementalLearningModel): In-page section heading. - [TrainModel](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_TrainModel): In-page section heading. - [TrainingInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_TrainingInfoResponse): In-page section heading. - [Transformations](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_Transformations): In-page section heading. - [TuningParameter](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_TuningParameter): In-page section heading. - [TuningParameters](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_TuningParameters): In-page section heading. - [UnsupervisedClusteringModelRecordResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/datarobot_models.html#tocS_UnsupervisedClusteringModelRecordResponse): In-page section heading. - [Dataset Definition](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html): The endpoints below outline how to create and manage data source definitions. - [Dataset Definition](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#dataset-definition): In-page section heading. - [List all dataset definitions](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#list-all-dataset-definitions): In-page section heading. - [Create a dataset definition](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#create-a-dataset-definition): In-page section heading. - [Soft delete a dataset definition based by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#soft-delete-a-dataset-definition-based-by-dataset-definition-id): In-page section heading. - [Retrieve a dataset definition based by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#retrieve-a-dataset-definition-based-by-dataset-definition-id): In-page section heading. - [Analyze a dataset definition by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#analyze-a-dataset-definition-by-dataset-definition-id): In-page section heading. - [Retrieve a list chunk definitions by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#retrieve-a-list-chunk-definitions-by-dataset-definition-id): In-page section heading. - [Create a chunk definition based by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#create-a-chunk-definition-based-by-dataset-definition-id): In-page section heading. - [Soft delete a chunk definition based by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#soft-delete-a-chunk-definition-based-by-dataset-definition-id): In-page section heading. - [Retrieve a chunk definition based by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#retrieve-a-chunk-definition-based-by-dataset-definition-id): In-page section heading. - [Update a chunk definition based by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#update-a-chunk-definition-based-by-dataset-definition-id): In-page section heading. - [Analyze a chunk definition by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#analyze-a-chunk-definition-by-dataset-definition-id): In-page section heading. - [List all dataset definition versions by dataset definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#list-all-dataset-definition-versions-by-dataset-definition-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#schemas): In-page section heading. - [ChunkDefinitionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_ChunkDefinitionCreate): In-page section heading. - [ChunkDefinitionPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_ChunkDefinitionPaginatedResponse): In-page section heading. - [ChunkDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_ChunkDefinitionResponse): In-page section heading. - [ChunkDefinitionRowsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_ChunkDefinitionRowsUpdate): In-page section heading. - [ChunkDefinitionRowsUpdateFields](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_ChunkDefinitionRowsUpdateFields): In-page section heading. - [ChunkDefinitionStatsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_ChunkDefinitionStatsResponse): In-page section heading. - [ChunkDefinitionUpdateOperation](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_ChunkDefinitionUpdateOperation): In-page section heading. - [DatasetDefCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_DatasetDefCreate): In-page section heading. - [DatasetDefPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_DatasetDefPaginatedResponse): In-page section heading. - [DatasetDefResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_DatasetDefResponse): In-page section heading. - [DatasetDefVersionPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_DatasetDefVersionPaginatedResponse): In-page section heading. - [DatasetDefVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_DatasetDefVersionResponse): In-page section heading. - [DatasetInformationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_DatasetInformationResponse): In-page section heading. - [DatasetPropsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_DatasetPropsResponse): In-page section heading. - [DynamicDatasetPropsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_DynamicDatasetPropsResponse): In-page section heading. - [Empty](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_Empty): In-page section heading. - [FeaturesChunkDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_FeaturesChunkDefinitionResponse): In-page section heading. - [RowsChunkDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/dataset_definition.html#tocS_RowsChunkDefinitionResponse): In-page section heading. - [Deployment Configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html): Use the endpoints described below to manage deployment configuration. Configure capabilities of your current deployment based on the data provided, for example, training data, prediction data, or a... - [Deployment Configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#deployment-configuration): In-page section heading. - [Retrieve deployment health settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#retrieve-deployment-health-settings-by-deployment-id): In-page section heading. - [Update deployment health settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#update-deployment-health-settings-by-deployment-id): In-page section heading. - [Retrieve default deployment health settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#retrieve-default-deployment-health-settings-by-deployment-id): In-page section heading. - [Retrieve secondary datasets configuration by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#retrieve-secondary-datasets-configuration-by-deployment-id): In-page section heading. - [Update the secondary datasets configuration by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#update-the-secondary-datasets-configuration-by-deployment-id): In-page section heading. - [List the secondary datasets configuration history by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#list-the-secondary-datasets-configuration-history-by-deployment-id): In-page section heading. - [Retrieve deployment settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#retrieve-deployment-settings-by-deployment-id): In-page section heading. - [Update deployment settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#update-deployment-settings-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#schemas): In-page section heading. - [AccuracyHealth](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_AccuracyHealth): In-page section heading. - [AssociationID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_AssociationID): In-page section heading. - [AutomaticActuals](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_AutomaticActuals): In-page section heading. - [BiasAndFairness](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_BiasAndFairness): In-page section heading. - [Challengers](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_Challengers): In-page section heading. - [CustomBoundaries](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_CustomBoundaries): In-page section heading. - [CustomMetricCondition](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_CustomMetricCondition): In-page section heading. - [CustomMetricsHealth](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_CustomMetricsHealth): In-page section heading. - [DataDriftHealth](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_DataDriftHealth): In-page section heading. - [DatasetsCredential](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_DatasetsCredential): In-page section heading. - [DeploymentSecondaryDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_DeploymentSecondaryDataset): In-page section heading. - [DeploymentSettingsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_DeploymentSettingsResponse): In-page section heading. - [DeploymentSettingsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_DeploymentSettingsUpdate): In-page section heading. - [FairnessHealth](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_FairnessHealth): In-page section heading. - [FeatureDriftSetting](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_FeatureDriftSetting): In-page section heading. - [HealthSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_HealthSettings): In-page section heading. - [Humility](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_Humility): In-page section heading. - [PredictionIntervals](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_PredictionIntervals): In-page section heading. - [PredictionWarning](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_PredictionWarning): In-page section heading. - [PredictionsByForecastDate](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_PredictionsByForecastDate): In-page section heading. - [PredictionsDataCollection](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_PredictionsDataCollection): In-page section heading. - [ProcessingLimits](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_ProcessingLimits): In-page section heading. - [SecondaryDatasetConfigResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_SecondaryDatasetConfigResponse): In-page section heading. - [SecondaryDatasetConfigUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_SecondaryDatasetConfigUpdate): In-page section heading. - [SecondaryDatasetsConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_SecondaryDatasetsConfig): In-page section heading. - [SecondaryDatasetsConfigListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_SecondaryDatasetsConfigListResponse): In-page section heading. - [SegmentAnalysis](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_SegmentAnalysis): In-page section heading. - [ServiceHealth](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_ServiceHealth): In-page section heading. - [ServiceHealthMetricCondition](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_ServiceHealthMetricCondition): In-page section heading. - [TargetDriftSetting](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_TargetDriftSetting): In-page section heading. - [TimelinessSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_configuration.html#tocS_TimelinessSettings): In-page section heading. - [Deployment management](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html): Use the endpoints described below to manage deployments. - [Deployment management](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#deployment-management): In-page section heading. - [List custom model deployments](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#list-custom-model-deployments): In-page section heading. - [Get custom model deployment limits](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#get-custom-model-deployment-limits): In-page section heading. - [Get custom model log by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#get-custom-model-log-by-deployment-id): In-page section heading. - [Create logs by id](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#create-logs-by-id): In-page section heading. - [Retrieve logs by id](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-logs-by-id): In-page section heading. - [List deleted deployments](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#list-deleted-deployments): In-page section heading. - [Erase deleted deployments](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#erase-deleted-deployments): In-page section heading. - [List deployments](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#list-deployments): In-page section heading. - [Create deployment](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#create-deployment): In-page section heading. - [Create a deployment from a model package](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#create-a-deployment-from-a-model-package): In-page section heading. - [Get deployment limits](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#get-deployment-limits): In-page section heading. - [Update a deployment's prediction environment from dedicated](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#update-a-deployments-prediction-environment-from-dedicated): In-page section heading. - [Delete deployment by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#delete-deployment-by-deployment-id): In-page section heading. - [Retrieve deployment by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-deployment-by-deployment-id): In-page section heading. - [Update deployment by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#update-deployment-by-deployment-id): In-page section heading. - [Delete the agent card by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#delete-the-agent-card-by-deployment-id): In-page section heading. - [Retrieve the agent card by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-the-agent-card-by-deployment-id): In-page section heading. - [Create or replace the agent card by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#create-or-replace-the-agent-card-by-deployment-id): In-page section heading. - [Retrieve capabilities by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-capabilities-by-deployment-id): In-page section heading. - [Get deployment features by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#get-deployment-features-by-deployment-id): In-page section heading. - [Retrieve champion model history of deployment by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-champion-model-history-of-deployment-by-deployment-id): In-page section heading. - [Add report by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#add-report-by-deployment-id): In-page section heading. - [Retrieve deployment consumers by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-deployment-consumers-by-deployment-id): In-page section heading. - [Retrieve Scoring Code by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-scoring-code-by-deployment-id): In-page section heading. - [Build Java package containing Scoring Code by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#build-java-package-containing-scoring-code-by-deployment-id): In-page section heading. - [Retrieve deployment settings checklist by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-deployment-settings-checklist-by-deployment-id): In-page section heading. - [Change deployment status by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#change-deployment-status-by-deployment-id): In-page section heading. - [List resource bundles](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#list-resource-bundles): In-page section heading. - [Retrieve resource bundle by resource request bundle ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#retrieve-resource-bundle-by-resource-request-bundle-id): In-page section heading. - [Downloads the latest Portable Prediction Server (PPS) Docker image](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#downloads-the-latest-portable-prediction-server-pps-docker-image): In-page section heading. - [Fetches currently active PPS Docker image metadata](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#fetches-currently-active-pps-docker-image-metadata): In-page section heading. - [Get a list of users who have access by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#get-a-list-of-users-who-have-access-by-environment-id): In-page section heading. - [Grant access by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#grant-access-by-environment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#schemas): In-page section heading. - [AccessControl](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_AccessControl): In-page section heading. - [CustomModelAsyncOperationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_CustomModelAsyncOperationResponse): In-page section heading. - [CustomModelDeploymentListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_CustomModelDeploymentListResponse): In-page section heading. - [CustomModelDeploymentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_CustomModelDeploymentResponse): In-page section heading. - [CustomModelDeploymentsLimitsLimitInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_CustomModelDeploymentsLimitsLimitInfo): In-page section heading. - [CustomModelDeploymentsLimitsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_CustomModelDeploymentsLimitsResponse): In-page section heading. - [CustomModelImage](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_CustomModelImage): In-page section heading. - [CustomModelShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_CustomModelShortResponse): In-page section heading. - [CustomModelVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_CustomModelVersionShortResponse): In-page section heading. - [DeletedDeploymentListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeletedDeploymentListResponse): In-page section heading. - [DeletedDeploymentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeletedDeploymentResponse): In-page section heading. - [DeploymentAccuracyHealthResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentAccuracyHealthResponse): In-page section heading. - [DeploymentCapabilitiesRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentCapabilitiesRetrieveResponse): In-page section heading. - [DeploymentCapability](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentCapability): In-page section heading. - [DeploymentChecklistResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentChecklistResponse): In-page section heading. - [DeploymentCreateFromLearningModel](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentCreateFromLearningModel): In-page section heading. - [DeploymentCreateFromModelPackage](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentCreateFromModelPackage): In-page section heading. - [DeploymentCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentCreateResponse): In-page section heading. - [DeploymentDefaultPredictionServerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentDefaultPredictionServerResponse): In-page section heading. - [DeploymentGetLimitsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentGetLimitsResponse): In-page section heading. - [DeploymentGovernanceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentGovernanceResponse): In-page section heading. - [DeploymentListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentListResponse): In-page section heading. - [DeploymentModelCustomModelImageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentModelCustomModelImageResponse): In-page section heading. - [DeploymentModelHealthResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentModelHealthResponse): In-page section heading. - [DeploymentModelPackageInitialDownloadResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentModelPackageInitialDownloadResponse): In-page section heading. - [DeploymentModelPackageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentModelPackageResponse): In-page section heading. - [DeploymentModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentModelResponse): In-page section heading. - [DeploymentOwnerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentOwnerResponse): In-page section heading. - [DeploymentOwnersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentOwnersResponse): In-page section heading. - [DeploymentPermanentDelete](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentPermanentDelete): In-page section heading. - [DeploymentPredictionEnvironmentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentPredictionEnvironmentResponse): In-page section heading. - [DeploymentPredictionEnvironmentUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentPredictionEnvironmentUpdate): In-page section heading. - [DeploymentPredictionUsageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentPredictionUsageResponse): In-page section heading. - [DeploymentRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentRetrieveResponse): In-page section heading. - [DeploymentReviewerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentReviewerResponse): In-page section heading. - [DeploymentScoringCodeInitialDownloadResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentScoringCodeInitialDownloadResponse): In-page section heading. - [DeploymentServiceHealthResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentServiceHealthResponse): In-page section heading. - [DeploymentSettingsInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentSettingsInfo): In-page section heading. - [DeploymentStatusUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentStatusUpdate): In-page section heading. - [DeploymentTagRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentTagRetrieveResponse): In-page section heading. - [DeploymentUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentUpdate): In-page section heading. - [DeploymentsScoringCodeBuildPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_DeploymentsScoringCodeBuildPayload): In-page section heading. - [ExecutionEnvironmentShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ExecutionEnvironmentShortResponse): In-page section heading. - [ExecutionEnvironmentVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ExecutionEnvironmentVersionShortResponse): In-page section heading. - [Feature](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_Feature): In-page section heading. - [FeatureListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_FeatureListResponse): In-page section heading. - [KeyValuePair](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_KeyValuePair): In-page section heading. - [LimitInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_LimitInfo): In-page section heading. - [ModelHistoryListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ModelHistoryListResponse): In-page section heading. - [ModelHistoryResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ModelHistoryResponse): In-page section heading. - [ModelPackageObject](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ModelPackageObject): In-page section heading. - [ModelPackagePredictionThresholdWarning](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ModelPackagePredictionThresholdWarning): In-page section heading. - [PPSImageMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_PPSImageMetadataResponse): In-page section heading. - [ResourceRequestBundleListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ResourceRequestBundleListResponse): In-page section heading. - [ResourceRequestBundleResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ResourceRequestBundleResponse): In-page section heading. - [ScheduledReportOnDemmand](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_ScheduledReportOnDemmand): In-page section heading. - [SharingListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_SharingListResponse): In-page section heading. - [SharingUpdateOrRemoveWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_SharingUpdateOrRemoveWithGrant): In-page section heading. - [SingleDeploymentSetting](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_SingleDeploymentSetting): In-page section heading. - [UserRoleWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_management.html#tocS_UserRoleWithGrant): In-page section heading. - [Model replacement](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html): Use the endpoints described below to manage deployment model replacement. - [Model replacement](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#model-replacement): In-page section heading. - [Model Replacement by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#model-replacement-by-deployment-id): In-page section heading. - [Model Replacement Validation by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#model-replacement-validation-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#schemas): In-page section heading. - [ModelReplacementSubmission](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#tocS_ModelReplacementSubmission): In-page section heading. - [ModelReplacementValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#tocS_ModelReplacementValidationRequest): In-page section heading. - [ModelReplacementValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#tocS_ModelReplacementValidationResponse): In-page section heading. - [ValidationCheck](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#tocS_ValidationCheck): In-page section heading. - [ValidationChecks](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_model_replacement.html#tocS_ValidationChecks): In-page section heading. - [Runtime parameters](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_runtime_parameters.html): Use the endpoints described below to manage deployment runtime parameters for deployed custom models. - [Runtime parameters](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_runtime_parameters.html#runtime-parameters): In-page section heading. - [List runtime parameters by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_runtime_parameters.html#list-runtime-parameters-by-deployment-id): In-page section heading. - [Update runtime parameters by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_runtime_parameters.html#update-runtime-parameters-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_runtime_parameters.html#schemas): In-page section heading. - [RuntimeParameterListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_runtime_parameters.html#tocS_RuntimeParameterListResponse): In-page section heading. - [RuntimeParameterResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_runtime_parameters.html#tocS_RuntimeParameterResponse): In-page section heading. - [RuntimeParameterUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/deployment_runtime_parameters.html#tocS_RuntimeParameterUpdate): In-page section heading. - [Entitlements](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html): Use the endpoints described below to manage entitlements. - [Entitlements](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#entitlements): In-page section heading. - [Apply entitlement set leases](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#apply-entitlement-set-leases): In-page section heading. - [Retrieve entitlement set leases](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#retrieve-entitlement-set-leases): In-page section heading. - [Evaluate entitlements](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#evaluate-entitlements): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#schemas): In-page section heading. - [ApplyEntitlementSetLeaseRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_ApplyEntitlementSetLeaseRequest): In-page section heading. - [Entitlement](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_Entitlement): In-page section heading. - [EntitlementEvaluateResult](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_EntitlementEvaluateResult): In-page section heading. - [EntitlementSetLease](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_EntitlementSetLease): In-page section heading. - [EntitlementSetLeaseResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_EntitlementSetLeaseResponse): In-page section heading. - [EntitlementSetLeasesRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_EntitlementSetLeasesRequest): In-page section heading. - [EntitlementSetLeasesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_EntitlementSetLeasesResponse): In-page section heading. - [EvaluateEntitlementsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_EvaluateEntitlementsRequest): In-page section heading. - [EvaluateEntitlementsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/entitlements.html#tocS_EvaluateEntitlementsResponse): In-page section heading. - [Entity Tags](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html): Use the endpoints described below to configure tags for your entities (e.g., use cases). - [Entity Tags](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#entity-tags): In-page section heading. - [Retrieve the list of entity tags](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#retrieve-the-list-of-entity-tags): In-page section heading. - [Get entity tag](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#get-entity-tag): In-page section heading. - [Delete an entity tag by entity tag ID](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#delete-an-entity-tag-by-entity-tag-id): In-page section heading. - [Update entity tag by entity tag ID](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#update-entity-tag-by-entity-tag-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#schemas): In-page section heading. - [EntityTagCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#tocS_EntityTagCreate): In-page section heading. - [EntityTagListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#tocS_EntityTagListResponse): In-page section heading. - [EntityTagResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#tocS_EntityTagResponse): In-page section heading. - [EntityTagUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/entity_tags.html#tocS_EntityTagUpdate): In-page section heading. - [Data management](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html): Use the endpoints described below to manage features. - [Data management](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#data-management): In-page section heading. - [Retrieve the list of allowed country codes](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-list-of-allowed-country-codes): In-page section heading. - [List all available calendars](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-all-available-calendars): In-page section heading. - [Create a calendar](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-a-calendar): In-page section heading. - [Initialize generation of preloaded calendars](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#initialize-generation-of-preloaded-calendars): In-page section heading. - [Create a calendar from a dataset](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-a-calendar-from-a-dataset): In-page section heading. - [Delete a calendar by calendar ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#delete-a-calendar-by-calendar-id): In-page section heading. - [Retrieve information about a calendar by calendar ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-information-about-a-calendar-by-calendar-id): In-page section heading. - [Update a calendar's name by calendar ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#update-a-calendars-name-by-calendar-id): In-page section heading. - [Get a list of users who have access by calendar ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#get-a-list-of-users-who-have-access-by-calendar-id): In-page section heading. - [Update the access control by calendar ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#update-the-access-control-by-calendar-id): In-page section heading. - [Retrieve the documents data quality log content by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-documents-data-quality-log-content-by-dataset-id): In-page section heading. - [Retrieve a text file containing the documents data quality log by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-text-file-containing-the-documents-data-quality-log-by-dataset-id): In-page section heading. - [Retrieve the images data quality log content by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-images-data-quality-log-content-by-dataset-id): In-page section heading. - [Retrieve a text file containing the images data quality log by dataset ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-text-file-containing-the-images-data-quality-log-by-dataset-id): In-page section heading. - [Retrieve documents data quality log by id](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-documents-data-quality-log-by-id): In-page section heading. - [Retrieve file by id](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-file-by-id): In-page section heading. - [Retrieve documents by model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-documents-by-model-id): In-page section heading. - [Retrieve document pages by model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-document-pages-by-model-id): In-page section heading. - [Requests the computation of document text extraction samples by model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#requests-the-computation-of-document-text-extraction-samples-by-model-id): In-page section heading. - [Retrieve user's OCR job resources](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-users-ocr-job-resources): In-page section heading. - [Create an OCR job resource](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-an-ocr-job-resource): In-page section heading. - [Retrieve an OCR job resource by job resource ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-an-ocr-job-resource-by-job-resource-id): In-page section heading. - [Retrieve the OCR job error report by job resource ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-ocr-job-error-report-by-job-resource-id): In-page section heading. - [Save the OCR job error report by job resource ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#save-the-ocr-job-error-report-by-job-resource-id): In-page section heading. - [Retrieve OCR job status by job resource ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-ocr-job-status-by-job-resource-id): In-page section heading. - [Create/start OCR job by job resource ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#createstart-ocr-job-by-job-resource-id): In-page section heading. - [Create multiple new features by changing the type of existing features by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-multiple-new-features-by-changing-the-type-of-existing-features-by-project-id): In-page section heading. - [Retrieve the result of a batch variable type transformation by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-result-of-a-batch-variable-type-transformation-by-project-id): In-page section heading. - [List available calendar events by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-available-calendar-events-by-project-id): In-page section heading. - [Validate columns by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#validate-columns-by-project-id): In-page section heading. - [Get discarded features by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#get-discarded-features-by-project-id): In-page section heading. - [Returns a file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#returns-a-file-by-project-id): In-page section heading. - [Lists metadata on all computed document text extraction samples by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#lists-metadata-on-all-computed-document-text-extraction-samples-by-project-id): In-page section heading. - [Lists document thumbnail bins for every target value or range including the metadata for one by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#lists-document-thumbnail-bins-for-every-target-value-or-range-including-the-metadata-for-one-by-project-id): In-page section heading. - [List all metadata by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-all-metadata-by-project-id): In-page section heading. - [Returns a list of document thumbnail metadata elements by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#returns-a-list-of-document-thumbnail-metadata-elements-by-project-id): In-page section heading. - [Retrieve the documents data quality log content by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-documents-data-quality-log-content-by-project-id): In-page section heading. - [Retrieve a text file containing the documents data quality log by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-text-file-containing-the-documents-data-quality-log-by-project-id): In-page section heading. - [Get a list of duplicate images containing the number of occurrences of each by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#get-a-list-of-duplicate-images-containing-the-number-of-occurrences-of-each-by-project-id): In-page section heading. - [Download the project dataset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#download-the-project-dataset-by-project-id): In-page section heading. - [Retrieve the feature discovery log content by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-feature-discovery-log-content-by-project-id): In-page section heading. - [Retrieve a text file containing the feature discovery log by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-text-file-containing-the-feature-discovery-log-by-project-id): In-page section heading. - [Download the feature discovery SQL recipe by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#download-the-feature-discovery-sql-recipe-by-project-id): In-page section heading. - [Generate the feature discovery SQL recipe by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#generate-the-feature-discovery-sql-recipe-by-project-id): In-page section heading. - [Get the feature histogram by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#get-the-feature-histogram-by-project-id): In-page section heading. - [Retrieve the Feature Discovery lineage by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-feature-discovery-lineage-by-project-id): In-page section heading. - [List featurelists by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-featurelists-by-project-id): In-page section heading. - [Create a new featurelist by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-a-new-featurelist-by-project-id): In-page section heading. - [Delete a specified featurelist by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#delete-a-specified-featurelist-by-project-id): In-page section heading. - [Retrieve a feature list by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-feature-list-by-project-id): In-page section heading. - [Update an existing featurelist by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#update-an-existing-featurelist-by-project-id): In-page section heading. - [List project features by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-project-features-by-project-id): In-page section heading. - [List feature metrics by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-feature-metrics-by-project-id): In-page section heading. - [Get a project feature by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#get-a-project-feature-by-project-id): In-page section heading. - [Retrieve potential multiseries ID columns by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-potential-multiseries-id-columns-by-project-id): In-page section heading. - [List image bins and covers by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-image-bins-and-covers-by-project-id): In-page section heading. - [List all Image Embeddings by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-all-image-embeddings-by-project-id): In-page section heading. - [Retrieve image samples by id](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-image-samples-by-id): In-page section heading. - [Returns a list of image metadata elements by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#returns-a-list-of-image-metadata-elements-by-project-id): In-page section heading. - [Returns a single image metadata by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#returns-a-single-image-metadata-by-project-id): In-page section heading. - [Retrieve file by id](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-file-by-id_1): In-page section heading. - [Retrieve the images data quality log content by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-images-data-quality-log-content-by-project-id): In-page section heading. - [Retrieve a text file containing the images data quality log by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-text-file-containing-the-images-data-quality-log-by-project-id): In-page section heading. - [List all modeling featurelists by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-all-modeling-featurelists-by-project-id): In-page section heading. - [Create a new modeling featurelist by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-a-new-modeling-featurelist-by-project-id): In-page section heading. - [Delete a specified modeling featurelist by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#delete-a-specified-modeling-featurelist-by-project-id): In-page section heading. - [Retrieve a single modeling featurelist by ID by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-single-modeling-featurelist-by-id-by-project-id): In-page section heading. - [Update an existing modeling featurelist by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#update-an-existing-modeling-featurelist-by-project-id): In-page section heading. - [List project modeling features by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-project-modeling-features-by-project-id): In-page section heading. - [Restore discarded time series features by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#restore-discarded-time-series-features-by-project-id): In-page section heading. - [Retrieve project modeling feature by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-project-modeling-feature-by-project-id): In-page section heading. - [Retrieve ImageEmbeddings by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-imageembeddings-by-project-id): In-page section heading. - [Request the computation of image embeddings by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#request-the-computation-of-image-embeddings-by-project-id): In-page section heading. - [Submit a relationship quality assessment job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#submit-a-relationship-quality-assessment-job-by-project-id): In-page section heading. - [Retrieve relationships configuration by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-relationships-configuration-by-project-id): In-page section heading. - [List all secondary dataset configurations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#list-all-secondary-dataset-configurations-by-project-id): In-page section heading. - [Create secondary dataset configurations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-secondary-dataset-configurations-by-project-id): In-page section heading. - [Soft-delete a secondary dataset configuration by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#soft-delete-a-secondary-dataset-configuration-by-project-id): In-page section heading. - [Retrieve secondary dataset configuration by ID by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-secondary-dataset-configuration-by-id-by-project-id): In-page section heading. - [Retrieve the feature derivation log content and log length by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-feature-derivation-log-content-and-log-length-by-project-id): In-page section heading. - [Retrieve a text file containing the time series project feature log by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-text-file-containing-the-time-series-project-feature-log-by-project-id): In-page section heading. - [Create a new feature by changing the type of an existing one by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-a-new-feature-by-changing-the-type-of-an-existing-one-by-project-id): In-page section heading. - [Create a relationships configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#create-a-relationships-configuration): In-page section heading. - [Delete a relationships configuration by relationships configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#delete-a-relationships-configuration-by-relationships-configuration-id): In-page section heading. - [Retrieve a relationships configuration by relationships configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-a-relationships-configuration-by-relationships-configuration-id): In-page section heading. - [Replace a relationships configuration by relationships configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#replace-a-relationships-configuration-by-relationships-configuration-id): In-page section heading. - [Retrieve the relationships configuration by relationships configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#retrieve-the-relationships-configuration-by-relationships-configuration-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#schemas): In-page section heading. - [AssessmentNewFormat](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_AssessmentNewFormat): In-page section heading. - [BatchFeatureTransform](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_BatchFeatureTransform): In-page section heading. - [BatchFeatureTransformRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_BatchFeatureTransformRetrieveResponse): In-page section heading. - [CalendarAccessControlListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarAccessControlListResponse): In-page section heading. - [CalendarAccessControlUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarAccessControlUpdate): In-page section heading. - [CalendarEvent](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarEvent): In-page section heading. - [CalendarEventsResponseQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarEventsResponseQuery): In-page section heading. - [CalendarFileUpload](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarFileUpload): In-page section heading. - [CalendarFromDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarFromDataset): In-page section heading. - [CalendarListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarListResponse): In-page section heading. - [CalendarNameUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarNameUpdate): In-page section heading. - [CalendarRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarRecord): In-page section heading. - [CalendarUserRoleRecordResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarUserRoleRecordResponse): In-page section heading. - [CalendarUsernameRole](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CalendarUsernameRole): In-page section heading. - [CatalogPasswordCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CatalogPasswordCredentials): In-page section heading. - [CreateFeaturelist](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CreateFeaturelist): In-page section heading. - [CreatedCalendarDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CreatedCalendarDatasetResponse): In-page section heading. - [CrossSeriesGroupByColumnValidatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CrossSeriesGroupByColumnValidatePayload): In-page section heading. - [CrossSeriesGroupByColumnValidateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_CrossSeriesGroupByColumnValidateResponse): In-page section heading. - [DataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DataSource): In-page section heading. - [DatasetDefinition](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DatasetDefinition): In-page section heading. - [DatasetDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DatasetDefinitionResponse): In-page section heading. - [DatasetsCredential](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DatasetsCredential): In-page section heading. - [DiscardedFeaturesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DiscardedFeaturesResponse): In-page section heading. - [DocumentTextExtractionDocumentElement](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentTextExtractionDocumentElement): In-page section heading. - [DocumentTextExtractionPagesElement](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentTextExtractionPagesElement): In-page section heading. - [DocumentTextExtractionSampleMetadataElement](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentTextExtractionSampleMetadataElement): In-page section heading. - [DocumentTextExtractionSamplesComputeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentTextExtractionSamplesComputeResponse): In-page section heading. - [DocumentTextExtractionSamplesListMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentTextExtractionSamplesListMetadataResponse): In-page section heading. - [DocumentTextExtractionSamplesRetrieveDocumentsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentTextExtractionSamplesRetrieveDocumentsResponse): In-page section heading. - [DocumentTextExtractionSamplesRetrievePagesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentTextExtractionSamplesRetrievePagesResponse): In-page section heading. - [DocumentThumbnailBinsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentThumbnailBinsListResponse): In-page section heading. - [DocumentThumbnailMetadataListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentThumbnailMetadataListResponse): In-page section heading. - [DocumentThumbnailMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentThumbnailMetadataResponse): In-page section heading. - [DocumentThumbnailMetadataWithBins](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentThumbnailMetadataWithBins): In-page section heading. - [DocumentsDataQualityLogLinesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DocumentsDataQualityLogLinesResponse): In-page section heading. - [DuplicateImageItem](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DuplicateImageItem): In-page section heading. - [DuplicateImageTableResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_DuplicateImageTableResponse): In-page section heading. - [EmbeddingsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_EmbeddingsListResponse): In-page section heading. - [EmbeddingsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_EmbeddingsRetrieveResponse): In-page section heading. - [Empty](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_Empty): In-page section heading. - [ExtendedRelationship](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ExtendedRelationship): In-page section heading. - [ExtendedRelationshipsConfigRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ExtendedRelationshipsConfigRetrieve): In-page section heading. - [FeatureDerivationWindow](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureDerivationWindow): In-page section heading. - [FeatureDiscoveryLogListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureDiscoveryLogListResponse): In-page section heading. - [FeatureDiscoveryRecipeSQLsExport](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureDiscoveryRecipeSQLsExport): In-page section heading. - [FeatureDiscoverySetting](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureDiscoverySetting): In-page section heading. - [FeatureDiscoverySettingResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureDiscoverySettingResponse): In-page section heading. - [FeatureHistogramPlotResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureHistogramPlotResponse): In-page section heading. - [FeatureHistogramResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureHistogramResponse): In-page section heading. - [FeatureKeySummaryDetailsResponseValidatorMultilabel](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureKeySummaryDetailsResponseValidatorMultilabel): In-page section heading. - [FeatureKeySummaryDetailsResponseValidatorSummarizedCategorical](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureKeySummaryDetailsResponseValidatorSummarizedCategorical): In-page section heading. - [FeatureKeySummaryResponseValidatorMultilabel](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureKeySummaryResponseValidatorMultilabel): In-page section heading. - [FeatureKeySummaryResponseValidatorSummarizedCategorical](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureKeySummaryResponseValidatorSummarizedCategorical): In-page section heading. - [FeatureLineageJoin](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureLineageJoin): In-page section heading. - [FeatureLineageJoinTable](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureLineageJoinTable): In-page section heading. - [FeatureLineageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureLineageResponse): In-page section heading. - [FeatureLineageStep](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureLineageStep): In-page section heading. - [FeatureLineageTimeInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureLineageTimeInfo): In-page section heading. - [FeatureMetricDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureMetricDetailsResponse): In-page section heading. - [FeatureMetricsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureMetricsResponse): In-page section heading. - [FeatureTransform](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeatureTransform): In-page section heading. - [FeaturelistDestroyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeaturelistDestroyResponse): In-page section heading. - [FeaturelistListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeaturelistListResponse): In-page section heading. - [FeaturelistResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FeaturelistResponse): In-page section heading. - [FormattedSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_FormattedSummary): In-page section heading. - [ImageBinsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ImageBinsListResponse): In-page section heading. - [ImageEmbedding](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ImageEmbedding): In-page section heading. - [ImageEmbeddingsComputeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ImageEmbeddingsComputeResponse): In-page section heading. - [ImageInsightsMetadataElement](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ImageInsightsMetadataElement): In-page section heading. - [ImageMetadataListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ImageMetadataListResponse): In-page section heading. - [ImageMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ImageMetadataResponse): In-page section heading. - [ImageMetadataWithBins](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ImageMetadataWithBins): In-page section heading. - [ImagesDataQualityLogLinesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ImagesDataQualityLogLinesResponse): In-page section heading. - [InsightsPredictionField](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_InsightsPredictionField): In-page section heading. - [ModelingFeatureListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ModelingFeatureListResponse): In-page section heading. - [ModelingFeatureResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ModelingFeatureResponse): In-page section heading. - [ModelingFeaturesCreateFromDiscarded](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ModelingFeaturesCreateFromDiscarded): In-page section heading. - [ModelingFeaturesCreateFromDiscardedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ModelingFeaturesCreateFromDiscardedResponse): In-page section heading. - [MultilabelInsightsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_MultilabelInsightsResponse): In-page section heading. - [MultiseriesIdColumnsRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_MultiseriesIdColumnsRecord): In-page section heading. - [MultiseriesRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_MultiseriesRetrieveResponse): In-page section heading. - [OCRJobCreationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OCRJobCreationRequest): In-page section heading. - [OCRJobErrorReportPutRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OCRJobErrorReportPutRequest): In-page section heading. - [OCRJobPostPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OCRJobPostPayload): In-page section heading. - [OCRJobPostResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OCRJobPostResponse): In-page section heading. - [OCRJobResourceListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OCRJobResourceListResponse): In-page section heading. - [OCRJobResourceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OCRJobResourceResponse): In-page section heading. - [OCRJobStatusesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OCRJobStatusesResponse): In-page section heading. - [OneOfEngineSpecificParametersInJobCreationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OneOfEngineSpecificParametersInJobCreationRequest): In-page section heading. - [OneOfEngineSpecificParametersInJobResourceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_OneOfEngineSpecificParametersInJobResourceResponse): In-page section heading. - [PreloadedCalendar](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_PreloadedCalendar): In-page section heading. - [PreloadedCalendarCountryCodeRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_PreloadedCalendarCountryCodeRecord): In-page section heading. - [PreloadedCalendarListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_PreloadedCalendarListResponse): In-page section heading. - [ProjectFeatureResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ProjectFeatureResponse): In-page section heading. - [ProjectSecondaryDatasetConfigResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_ProjectSecondaryDatasetConfigResponse): In-page section heading. - [Relationship](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_Relationship): In-page section heading. - [RelationshipQualityAssessmentsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_RelationshipQualityAssessmentsCreate): In-page section heading. - [RelationshipQualitySummary](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_RelationshipQualitySummary): In-page section heading. - [RelationshipQualitySummaryNewFormat](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_RelationshipQualitySummaryNewFormat): In-page section heading. - [RelationshipResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_RelationshipResponse): In-page section heading. - [RelationshipsConfigCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_RelationshipsConfigCreate): In-page section heading. - [RelationshipsConfigPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_RelationshipsConfigPayload): In-page section heading. - [RelationshipsConfigResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_RelationshipsConfigResponse): In-page section heading. - [SecondaryDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_SecondaryDataset): In-page section heading. - [SecondaryDatasetConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_SecondaryDatasetConfig): In-page section heading. - [SecondaryDatasetConfigListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_SecondaryDatasetConfigListResponse): In-page section heading. - [SecondaryDatasetCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_SecondaryDatasetCreate): In-page section heading. - [SecondaryDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_SecondaryDatasetResponse): In-page section heading. - [StoredCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_StoredCredentials): In-page section heading. - [TargetBin](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_TargetBin): In-page section heading. - [TextLine](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_TextLine): In-page section heading. - [TimeDelta](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_TimeDelta): In-page section heading. - [TimeSeriesFeatureLogListControllerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_TimeSeriesFeatureLogListControllerResponse): In-page section heading. - [UpdateFeaturelist](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_UpdateFeaturelist): In-page section heading. - [Warnings](https://docs.datarobot.com/en/docs/api/reference/public-api/features.html#tocS_Warnings): In-page section heading. - [Guardrails](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html): Use the endpoints described below to manage guardrails. Model guardrails are a set of rules or machine learning models that ensure the output of a language model is safe, accurate, and ethical. - [Guardrails](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#guardrails): In-page section heading. - [The list of resource tags](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#the-list-of-resource-tags): In-page section heading. - [Create a guard configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#create-a-guard-configuration): In-page section heading. - [Show the prediction environments in use](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#show-the-prediction-environments-in-use): In-page section heading. - [Apply moderation configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#apply-moderation-configuration): In-page section heading. - [Delete a guard config by config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#delete-a-guard-config-by-config-id): In-page section heading. - [Retrieve info about a guard configuration by config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#retrieve-info-about-a-guard-configuration-by-config-id): In-page section heading. - [Update a guard config by config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#update-a-guard-config-by-config-id): In-page section heading. - [List guard templates](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#list-guard-templates): In-page section heading. - [Retrieve information about a guard template by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#retrieve-information-about-a-guard-template-by-template-id): In-page section heading. - [The list of supported LLMs](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#the-list-of-supported-llms): In-page section heading. - [Get the overall moderation configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#get-the-overall-moderation-configuration): In-page section heading. - [Update the overall moderation configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#update-the-overall-moderation-configuration): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#schemas): In-page section heading. - [DeploymentAndGuardResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_DeploymentAndGuardResponse): In-page section heading. - [GuardAdditionalConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardAdditionalConfig): In-page section heading. - [GuardConditionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConditionResponse): In-page section heading. - [GuardConfigurationConditionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationConditionResponse): In-page section heading. - [GuardConfigurationCostInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationCostInfo): In-page section heading. - [GuardConfigurationCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationCreate): In-page section heading. - [GuardConfigurationFullPost](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationFullPost): In-page section heading. - [GuardConfigurationInterventionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationInterventionResponse): In-page section heading. - [GuardConfigurationListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationListResponse): In-page section heading. - [GuardConfigurationNemoInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationNemoInfoResponse): In-page section heading. - [GuardConfigurationPayloadModelInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationPayloadModelInfo): In-page section heading. - [GuardConfigurationPredictionEnvironmentsInUseListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationPredictionEnvironmentsInUseListResponse): In-page section heading. - [GuardConfigurationRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationRetrieveResponse): In-page section heading. - [GuardConfigurationToCustomModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationToCustomModelResponse): In-page section heading. - [GuardConfigurationToCustomModelVersion](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationToCustomModelVersion): In-page section heading. - [GuardConfigurationUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardConfigurationUpdate): In-page section heading. - [GuardInterventionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardInterventionResponse): In-page section heading. - [GuardModelInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardModelInfoResponse): In-page section heading. - [GuardNemoInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardNemoInfoResponse): In-page section heading. - [GuardNemoLlmJudgeConfigResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardNemoLlmJudgeConfigResponse): In-page section heading. - [GuardNemoResponseRelevancyConfigResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardNemoResponseRelevancyConfigResponse): In-page section heading. - [GuardNemoTopicAdherenceConfigResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardNemoTopicAdherenceConfigResponse): In-page section heading. - [GuardTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardTemplateListResponse): In-page section heading. - [GuardTemplateRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardTemplateRetrieveResponse): In-page section heading. - [GuardToolCallInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_GuardToolCallInfo): In-page section heading. - [OverallConfigUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_OverallConfigUpdate): In-page section heading. - [OverallModerationConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_OverallModerationConfigurationResponse): In-page section heading. - [OverallModerationConfigurationUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_OverallModerationConfigurationUpdate): In-page section heading. - [PredictionEnvironmentInUseResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_PredictionEnvironmentInUseResponse): In-page section heading. - [SupportedLlmListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_SupportedLlmListResponse): In-page section heading. - [SupportedLlmResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/guardrails.html#tocS_SupportedLlmResponse): In-page section heading. - [REST API](https://docs.datarobot.com/en/docs/api/reference/public-api/index.html): The DataRobot REST API provides a programmatic alternative to the web interface for creating and managing DataRobot projects. Use the DataRobot API to build highly accurate predictive models and de... - [REST API](https://docs.datarobot.com/en/docs/api/reference/public-api/index.html#public-api): In-page section heading. - [Infrastructure](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html): Use the endpoints described below to manage cluster licenses. - [Infrastructure](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#infrastructure): In-page section heading. - [Retrieve the information about cluster license](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#retrieve-the-information-about-cluster-license): In-page section heading. - [Create](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#create): In-page section heading. - [Check if a license is valid](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#check-if-a-license-is-valid): In-page section heading. - [Retrieve version information](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#retrieve-version-information): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#schemas): In-page section heading. - [ClusterLicenseRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#tocS_ClusterLicenseRetrieveResponse): In-page section heading. - [ClusterLicenseRetrieveResponseLicense](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#tocS_ClusterLicenseRetrieveResponseLicense): In-page section heading. - [ClusterLicenseRetrieveResponseUploadInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#tocS_ClusterLicenseRetrieveResponseUploadInfo): In-page section heading. - [ClusterLicenseUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#tocS_ClusterLicenseUpdate): In-page section heading. - [ClusterLicenseValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#tocS_ClusterLicenseValidationResponse): In-page section heading. - [FeatureFlagObject](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#tocS_FeatureFlagObject): In-page section heading. - [VersionRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/infrastructure.html#tocS_VersionRetrieveResponse): In-page section heading. - [Insights](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html): Use the endpoints described below to generate and interpret insights for specific models. - [Insights](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#insights): In-page section heading. - [Data slices bulk deletion](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#data-slices-bulk-deletion): In-page section heading. - [Request](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request): In-page section heading. - [Delete a data slice by data slice ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#delete-a-data-slice-by-data-slice-id): In-page section heading. - [Retrieve a Data Slice by data slice ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-data-slice-by-data-slice-id): In-page section heading. - [Returns the number of rows available after applying a data slice by data slice ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#returns-the-number-of-rows-available-after-applying-a-data-slice-by-data-slice-id): In-page section heading. - [Compute the number of rows available after applying a data slice by data slice ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#compute-the-number-of-rows-available-after-applying-a-data-slice-by-data-slice-id): In-page section heading. - [Request calculation of Confusion Matrix chart](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-confusion-matrix-chart): In-page section heading. - [The list of paginated Confusion Matrix chart insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-confusion-matrix-chart-insights-by-entity-id): In-page section heading. - [Request calculation of Feature Effects](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-feature-effects): In-page section heading. - [The list of paginated Feature Effects insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-feature-effects-insights-by-entity-id): In-page section heading. - [Request calculation of Feature Impact](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-feature-impact): In-page section heading. - [The list of paginated Feature Impact insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-feature-impact-insights-by-entity-id): In-page section heading. - [Request calculation of Lift chart](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-lift-chart): In-page section heading. - [The list of paginated lift chart insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-lift-chart-insights-by-entity-id): In-page section heading. - [Request calculation of Residuals chart](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-residuals-chart): In-page section heading. - [The list of paginated Residuals insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-residuals-insights-by-entity-id): In-page section heading. - [Request calculation of ROC curve](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-roc-curve): In-page section heading. - [The list of paginated ROC curve insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-roc-curve-insights-by-entity-id): In-page section heading. - [Request calculation of SHAP Distributions](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-shap-distributions): In-page section heading. - [The list of paginated SHAP Distributions insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-shap-distributions-insights-by-entity-id): In-page section heading. - [Request calculation of SHAP Impact](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-shap-impact): In-page section heading. - [The list of paginated SHAP Impact insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-shap-impact-insights-by-entity-id): In-page section heading. - [Request calculation of SHAP Matrix](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-shap-matrix): In-page section heading. - [The list of paginated SHAP Matrix insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-shap-matrix-insights-by-entity-id): In-page section heading. - [Request calculation of SHAP Preview](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-calculation-of-shap-preview): In-page section heading. - [The list of paginated SHAP Preview insights by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-paginated-shap-preview-insights-by-entity-id): In-page section heading. - [Delete insights by insightname](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#delete-insights-by-insightname): In-page section heading. - [Retrieve multicategorical feature histogram by multilabelinsightskey](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-multicategorical-feature-histogram-by-multilabelinsightskey): In-page section heading. - [Get all label lists by multilabelinsightskey](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#get-all-label-lists-by-multilabelinsightskey): In-page section heading. - [Save a list of manually selected labels by multilabelinsightskey](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#save-a-list-of-manually-selected-labels-by-multilabelinsightskey): In-page section heading. - [Delete the label list by multilabelinsightskey](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#delete-the-label-list-by-multilabelinsightskey): In-page section heading. - [Update the label list name by multilabelinsightskey](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#update-the-label-list-name-by-multilabelinsightskey): In-page section heading. - [Retrieve pairwise statistics by multilabelinsightskey](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-pairwise-statistics-by-multilabelinsightskey): In-page section heading. - [Retrieve anomaly assessment records by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-anomaly-assessment-records-by-project-id): In-page section heading. - [Delete the anomaly assessment record by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#delete-the-anomaly-assessment-record-by-project-id): In-page section heading. - [Retrieve anomaly assessment record by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-anomaly-assessment-record-by-project-id): In-page section heading. - [Retrieve predictions preview by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-predictions-preview-by-project-id): In-page section heading. - [List Bias vs Accuracy insights by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-bias-vs-accuracy-insights-by-project-id): In-page section heading. - [List paginated Data Slices by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-paginated-data-slices-by-project-id): In-page section heading. - [Retrieve the data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-data-by-project-id): In-page section heading. - [Retrieve the metadata by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-metadata-by-project-id): In-page section heading. - [Retrieve the preview by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-preview-by-project-id): In-page section heading. - [Retrieve anomaly over time plots by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-anomaly-over-time-plots-by-id): In-page section heading. - [Retrieve metadata by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-metadata-by-id): In-page section heading. - [Retrieve preview by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-preview-by-id): In-page section heading. - [Retrieve a plot displaying the stability of the datetime model across by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-plot-displaying-the-stability-of-the-datetime-model-across-by-project-id): In-page section heading. - [Retrieve the Accuracy Over Time (AOT) chart data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-accuracy-over-time-aot-chart-data-by-project-id): In-page section heading. - [Retrieve the metadata of the Accuracy Over Time (AOT) chart by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-metadata-of-the-accuracy-over-time-aot-chart-by-project-id): In-page section heading. - [Retrieve a preview of the Accuracy Over Time (AOT) chart by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-preview-of-the-accuracy-over-time-aot-chart-by-project-id): In-page section heading. - [Computes Datetime Trend plots by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#computes-datetime-trend-plots-by-project-id): In-page section heading. - [Retrieve Feature Effects by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-feature-effects-by-project-id): In-page section heading. - [Add a request by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#add-a-request-by-project-id): In-page section heading. - [Retrieve Feature Effects metadata for each backtest by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-feature-effects-metadata-for-each-backtest-by-project-id): In-page section heading. - [Retrieve a plot displaying the stability of the time series model across by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-plot-displaying-the-stability-of-the-time-series-model-across-by-project-id): In-page section heading. - [Retrieve forecast vs actual plots by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-forecast-vs-actual-plots-by-id): In-page section heading. - [Retrieve metadata by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-metadata-by-id_1): In-page section heading. - [Retrieve preview by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-preview-by-id_1): In-page section heading. - [Retrieve feature effects by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-feature-effects-by-project-id_1): In-page section heading. - [Compute feature effects by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#compute-feature-effects-by-project-id): In-page section heading. - [Retrieve the histograms by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-histograms-by-project-id): In-page section heading. - [List the scores per individual series by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-the-scores-per-individual-series-by-project-id): In-page section heading. - [Request the computation of per-series scores by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-the-computation-of-per-series-scores-by-project-id): In-page section heading. - [Retrieve the CSV file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-csv-file-by-project-id): In-page section heading. - [The list of scores on prediction datasets by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-scores-on-prediction-datasets-by-project-id): In-page section heading. - [Compute model scores by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#compute-model-scores-by-project-id): In-page section heading. - [List all featurelists with feature association matrix availability flags by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-all-featurelists-with-feature-association-matrix-availability-flags-by-project-id): In-page section heading. - [Retrieve pairwise feature association statistics by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-pairwise-feature-association-statistics-by-project-id): In-page section heading. - [Compute the feature association matrix by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#compute-the-feature-association-matrix-by-project-id): In-page section heading. - [Retrieval by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieval-by-project-id): In-page section heading. - [Retrieve the frequent values information by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-frequent-values-information-by-project-id): In-page section heading. - [Create a map of one location feature by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-a-map-of-one-location-feature-by-project-id): In-page section heading. - [Retrieve a map of one location feature by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-map-of-one-location-feature-by-project-id): In-page section heading. - [List all Image Activation Maps by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-all-image-activation-maps-by-project-id): In-page section heading. - [Calculate the anomaly assessment insight by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#calculate-the-anomaly-assessment-insight-by-project-id): In-page section heading. - [Retrieve a CSV file of the raw data displayed by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-csv-file-of-the-raw-data-displayed-by-project-id): In-page section heading. - [Retrieve a table of the raw data displayed by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-table-of-the-raw-data-displayed-by-project-id): In-page section heading. - [Retrieve Cluster Insights by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-cluster-insights-by-project-id): In-page section heading. - [Compute Cluster Insights by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#compute-cluster-insights-by-project-id): In-page section heading. - [Download Cluster Insights result by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#download-cluster-insights-result-by-project-id): In-page section heading. - [Retrieve all available confusion charts by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-all-available-confusion-charts-by-project-id): In-page section heading. - [Retrieve the confusion chart data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-confusion-chart-data-by-project-id): In-page section heading. - [Calculates and sends frequency of class in distributed among other classes by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#calculates-and-sends-frequency-of-class-in-distributed-among-other-classes-by-project-id): In-page section heading. - [Retrieve metadata by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-metadata-by-project-id): In-page section heading. - [List Cross Class Accuracy scores by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-cross-class-accuracy-scores-by-project-id): In-page section heading. - [Start Cross Class Accuracy calculations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#start-cross-class-accuracy-calculations-by-project-id): In-page section heading. - [Get Cross Class Data Disparity results by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#get-cross-class-data-disparity-results-by-project-id): In-page section heading. - [Start insight calculations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#start-insight-calculations-by-project-id): In-page section heading. - [List of Confusion Charts objects on external datasets by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-of-confusion-charts-objects-on-external-datasets-by-project-id): In-page section heading. - [Retrieve Confusion Chart objects on external datasets by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-confusion-chart-objects-on-external-datasets-by-project-id): In-page section heading. - [Calculate and sends frequency of class in distributed among other classes by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#calculate-and-sends-frequency-of-class-in-distributed-among-other-classes-by-project-id): In-page section heading. - [Retrieve metadata by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-metadata-by-id_2): In-page section heading. - [Retrieve List of Lift chart data on prediction datasets by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-list-of-lift-chart-data-on-prediction-datasets-by-project-id): In-page section heading. - [Retrieve List of Multiclass Lift chart data on prediction datasets by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-list-of-multiclass-lift-chart-data-on-prediction-datasets-by-project-id): In-page section heading. - [The list of residuals chart objects by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#the-list-of-residuals-chart-objects-by-project-id): In-page section heading. - [List of ROC curve objects on prediction datasets for a project with filtering option by DEPRECATED by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-of-roc-curve-objects-on-prediction-datasets-for-a-project-with-filtering-option-by-deprecated-by-project-id): In-page section heading. - [List calculated Per Class Bias insights by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-calculated-per-class-bias-insights-by-project-id): In-page section heading. - [Create fairness insights by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-fairness-insights-by-id): In-page section heading. - [Retrieve feature effects by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-feature-effects-by-id): In-page section heading. - [Create feature effects by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-feature-effects-by-id): In-page section heading. - [Retrieve Feature Effects metadata by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-feature-effects-metadata-by-project-id): In-page section heading. - [Retrieve feature impact scores by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-feature-impact-scores-by-project-id): In-page section heading. - [Create feature impact by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-feature-impact-by-id): In-page section heading. - [Retrieve cluster insights by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-cluster-insights-by-id): In-page section heading. - [Retrieve Image Activation Maps by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-image-activation-maps-by-project-id): In-page section heading. - [Request the computation of image activation maps by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#request-the-computation-of-image-activation-maps-by-project-id): In-page section heading. - [Retrieve labelwise ROC curves by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-labelwise-roc-curves-by-project-id): In-page section heading. - [Retrieve all available lift charts by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-all-available-lift-charts-by-project-id): In-page section heading. - [Retrieve the lift chart data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-lift-chart-data-by-project-id): In-page section heading. - [Retrieve multiclass feature effects by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-multiclass-feature-effects-by-id): In-page section heading. - [Create multiclass feature effects by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-multiclass-feature-effects-by-id): In-page section heading. - [Retrieve multiclass feature impact by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-multiclass-feature-impact-by-id): In-page section heading. - [Retrieve multiclass lift chart by id](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-multiclass-lift-chart-by-id): In-page section heading. - [Retrieve the multiclass lift chart data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-multiclass-lift-chart-data-by-project-id): In-page section heading. - [Retrieve labelwise lift charts by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-labelwise-lift-charts-by-project-id): In-page section heading. - [Retrieve all residuals charts by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-all-residuals-charts-by-project-id): In-page section heading. - [Retrieve the residuals chart data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-residuals-chart-data-by-project-id): In-page section heading. - [Retrieve all available ROC curves by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-all-available-roc-curves-by-project-id): In-page section heading. - [Retrieve the ROC curve data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-roc-curve-data-by-project-id): In-page section heading. - [Retrieve Feature Impact for a model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-feature-impact-for-a-model-by-project-id): In-page section heading. - [Create SHAP-based Feature Impact by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-shap-based-feature-impact-by-project-id): In-page section heading. - [Retrieve word cloud data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-word-cloud-data-by-project-id): In-page section heading. - [Retrieve multicategorical data quality log by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-multicategorical-data-quality-log-by-project-id): In-page section heading. - [Get file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#get-file-by-project-id): In-page section heading. - [List all payoff matrices by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-all-payoff-matrices-by-project-id): In-page section heading. - [Create a payoff matrix by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-a-payoff-matrix-by-project-id): In-page section heading. - [Delete a payoff matrix by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#delete-a-payoff-matrix-by-project-id): In-page section heading. - [Update a payoff matrix by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#update-a-payoff-matrix-by-project-id): In-page section heading. - [List rating table models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-rating-table-models-by-project-id): In-page section heading. - [Create new models by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-new-models-by-project-id): In-page section heading. - [Retrieve a rating table model by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-rating-table-model-by-project-id): In-page section heading. - [List rating tables by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-rating-tables-by-project-id): In-page section heading. - [Upload a modified rating table file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#upload-a-modified-rating-table-file-by-project-id): In-page section heading. - [Retrieve rating table information by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-rating-table-information-by-project-id): In-page section heading. - [Update an uploaded rating table by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#update-an-uploaded-rating-table-by-project-id): In-page section heading. - [Retrieve the rating table file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-rating-table-file-by-project-id): In-page section heading. - [List SHAP matrix records by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-shap-matrix-records-by-project-id): In-page section heading. - [Calculate a matrix with SHAP-based prediction explanations scores by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#calculate-a-matrix-with-shap-based-prediction-explanations-scores-by-project-id): In-page section heading. - [Return matrix with SHAP-based prediction explanations scores by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#return-matrix-with-shap-based-prediction-explanations-scores-by-project-id): In-page section heading. - [Delete an existing PredictionExplanationsInitialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#delete-an-existing-predictionexplanationsinitialization-by-project-id): In-page section heading. - [Retrieve the current PredictionExplanationsInitialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-the-current-predictionexplanationsinitialization-by-project-id): In-page section heading. - [Create a new prediction explanations initialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-a-new-prediction-explanations-initialization-by-project-id): In-page section heading. - [Create a new PredictionExplanations object ( by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#create-a-new-predictionexplanations-object-by-project-id): In-page section heading. - [Retrieve stored Prediction Explanations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-stored-prediction-explanations-by-project-id): In-page section heading. - [List PredictionExplanationsRecord objects by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#list-predictionexplanationsrecord-objects-by-project-id): In-page section heading. - [Delete saved Prediction Explanations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#delete-saved-prediction-explanations-by-project-id): In-page section heading. - [Retrieve a PredictionExplanationsRecord object by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#retrieve-a-predictionexplanationsrecord-object-by-project-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#schemas): In-page section heading. - [AOTChartBins](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AOTChartBins): In-page section heading. - [AOTChartMetadataDatasetMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AOTChartMetadataDatasetMetadata): In-page section heading. - [AOTChartMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AOTChartMetadataResponse): In-page section heading. - [AOTChartPreviewResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AOTChartPreviewResponse): In-page section heading. - [AOTChartRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AOTChartRetrieveResponse): In-page section heading. - [AOTChartStatistics](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AOTChartStatistics): In-page section heading. - [AccuracyMetrics](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AccuracyMetrics): In-page section heading. - [AccuracyOverTimePlotsBins](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AccuracyOverTimePlotsBins): In-page section heading. - [AccuracyOverTimePlotsDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AccuracyOverTimePlotsDataResponse): In-page section heading. - [AccuracyOverTimePlotsMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AccuracyOverTimePlotsMetadataResponse): In-page section heading. - [AccuracyOverTimePlotsStatistics](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AccuracyOverTimePlotsStatistics): In-page section heading. - [AccuracyOverTimePlotsStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AccuracyOverTimePlotsStatus): In-page section heading. - [ActivationMap](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ActivationMap): In-page section heading. - [ActivationMapLinks](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ActivationMapLinks): In-page section heading. - [ActivationMapsComputeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ActivationMapsComputeResponse): In-page section heading. - [ActivationMapsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ActivationMapsListResponse): In-page section heading. - [ActivationMapsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ActivationMapsRetrieveResponse): In-page section heading. - [ActualFrequency](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ActualFrequency): In-page section heading. - [ActualPercentages](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ActualPercentages): In-page section heading. - [AllDataImage](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AllDataImage): In-page section heading. - [AllDataText](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AllDataText): In-page section heading. - [AllMulticlassModelLiftChartsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AllMulticlassModelLiftChartsResponse): In-page section heading. - [AnalyzedFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnalyzedFeature): In-page section heading. - [AnomalyAssessmentExplanationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyAssessmentExplanationsResponse): In-page section heading. - [AnomalyAssessmentInitialize](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyAssessmentInitialize): In-page section heading. - [AnomalyAssessmentPreviewResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyAssessmentPreviewResponse): In-page section heading. - [AnomalyAssessmentRecordResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyAssessmentRecordResponse): In-page section heading. - [AnomalyAssessmentRecordsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyAssessmentRecordsResponse): In-page section heading. - [AnomalyInsightTableData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyInsightTableData): In-page section heading. - [AnomalyInsightTableRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyInsightTableRetrieve): In-page section heading. - [AnomalyOverTimePlotsBins](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyOverTimePlotsBins): In-page section heading. - [AnomalyOverTimePlotsDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyOverTimePlotsDataResponse): In-page section heading. - [AnomalyOverTimePlotsMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyOverTimePlotsMetadataResponse): In-page section heading. - [AnomalyOverTimePlotsPreviewBins](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyOverTimePlotsPreviewBins): In-page section heading. - [AnomalyOverTimePlotsPreviewResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AnomalyOverTimePlotsPreviewResponse): In-page section heading. - [AverageModelMetricsField](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AverageModelMetricsField): In-page section heading. - [AverageModelMetricsValues](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_AverageModelMetricsValues): In-page section heading. - [BacktestStabilityPlotData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_BacktestStabilityPlotData): In-page section heading. - [BacktestStabilityPlotResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_BacktestStabilityPlotResponse): In-page section heading. - [BiasVsAccuracyInsight](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_BiasVsAccuracyInsight): In-page section heading. - [BiasVsAccuracyInsightRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_BiasVsAccuracyInsightRetrieve): In-page section heading. - [BiasVsAccuracyModels](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_BiasVsAccuracyModels): In-page section heading. - [BinResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_BinResponse): In-page section heading. - [CalendarEvent](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_CalendarEvent): In-page section heading. - [Categorical](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_Categorical): In-page section heading. - [CategoricalFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_CategoricalFeature): In-page section heading. - [ClusterInsightsPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ClusterInsightsPaginatedResponse): In-page section heading. - [ComputeConfusionMatrixRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeConfusionMatrixRequest): In-page section heading. - [ComputeFeatureEffectsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeFeatureEffectsRequest): In-page section heading. - [ComputeFeatureImpactRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeFeatureImpactRequest): In-page section heading. - [ComputeInsightsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeInsightsResponse): In-page section heading. - [ComputeLiftChartRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeLiftChartRequest): In-page section heading. - [ComputeResidualsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeResidualsRequest): In-page section heading. - [ComputeRocCurveRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeRocCurveRequest): In-page section heading. - [ComputeShapDistributionsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeShapDistributionsRequest): In-page section heading. - [ComputeShapInsightsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ComputeShapInsightsRequest): In-page section heading. - [ConfusionChartClassMatrix](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionChartClassMatrix): In-page section heading. - [ConfusionChartData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionChartData): In-page section heading. - [ConfusionChartForDatasetsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionChartForDatasetsListResponse): In-page section heading. - [ConfusionChartRetrieveForDatasets](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionChartRetrieveForDatasets): In-page section heading. - [ConfusionChartRetrieveMetadataForDatasets](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionChartRetrieveMetadataForDatasets): In-page section heading. - [ConfusionMatrixClassMatrix](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionMatrixClassMatrix): In-page section heading. - [ConfusionMatrixData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionMatrixData): In-page section heading. - [ConfusionMatrixInsightsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionMatrixInsightsResponse): In-page section heading. - [ConfusionMatrixInsightsSingleResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ConfusionMatrixInsightsSingleResponse): In-page section heading. - [CreateRatingTableModel](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_CreateRatingTableModel): In-page section heading. - [CreateShapMatrixPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_CreateShapMatrixPayload): In-page section heading. - [CrossClassAccuracy](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_CrossClassAccuracy): In-page section heading. - [CrossClassAccuracyCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_CrossClassAccuracyCreateResponse): In-page section heading. - [CrossClassAccuracyList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_CrossClassAccuracyList): In-page section heading. - [DataDisparityCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataDisparityCreatePayload): In-page section heading. - [DataDisparityCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataDisparityCreateResponse): In-page section heading. - [DataDisparityInsights](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataDisparityInsights): In-page section heading. - [DataDisparityRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataDisparityRetrieveResponse): In-page section heading. - [DataPointResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataPointResponse): In-page section heading. - [DataSliceComputeSubsetSizeRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataSliceComputeSubsetSizeRequest): In-page section heading. - [DataSliceIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataSliceIndividualResponse): In-page section heading. - [DataSliceMessage](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataSliceMessage): In-page section heading. - [DataSliceRetrieveSubsetSizeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataSliceRetrieveSubsetSizeResponse): In-page section heading. - [DataSlicesBulkDeleteRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataSlicesBulkDeleteRequest): In-page section heading. - [DataSlicesCreationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataSlicesCreationRequest): In-page section heading. - [DataSlicesListAllSlicesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DataSlicesListAllSlicesResponse): In-page section heading. - [DatetimeTrendPlotsBacktestMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DatetimeTrendPlotsBacktestMetadata): In-page section heading. - [DatetimeTrendPlotsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DatetimeTrendPlotsCreate): In-page section heading. - [DatetimeTrendPlotsMetadataStartEndDates](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DatetimeTrendPlotsMetadataStartEndDates): In-page section heading. - [DatetimeTrendPlotsPreviewBins](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DatetimeTrendPlotsPreviewBins): In-page section heading. - [DatetimeTrendPlotsPreviewResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DatetimeTrendPlotsPreviewResponse): In-page section heading. - [DatetimeTrendPlotsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DatetimeTrendPlotsResponse): In-page section heading. - [DocumentFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_DocumentFeature): In-page section heading. - [Empty](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_Empty): In-page section heading. - [ExternalScoresCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ExternalScoresCreate): In-page section heading. - [ExternalScoresListData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ExternalScoresListData): In-page section heading. - [ExternalScoresListDataScore](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ExternalScoresListDataScore): In-page section heading. - [ExternalScoresListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ExternalScoresListResponse): In-page section heading. - [FairnessInsight](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FairnessInsight): In-page section heading. - [FairnessInsightsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FairnessInsightsListResponse): In-page section heading. - [FairnessInsightsStartCalculationPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FairnessInsightsStartCalculationPayload): In-page section heading. - [FairnessInsightsStartCalculationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FairnessInsightsStartCalculationResponse): In-page section heading. - [FeatureAssociationCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureAssociationCreatePayload): In-page section heading. - [FeatureAssociationDetailsRetrieveControllerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureAssociationDetailsRetrieveControllerResponse): In-page section heading. - [FeatureAssociationList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureAssociationList): In-page section heading. - [FeatureAssociationListControllerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureAssociationListControllerResponse): In-page section heading. - [FeatureAssociationRetrieveControllerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureAssociationRetrieveControllerResponse): In-page section heading. - [FeatureAssociationRetrieveFeatures](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureAssociationRetrieveFeatures): In-page section heading. - [FeatureAssociationRetrieveStrengths](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureAssociationRetrieveStrengths): In-page section heading. - [FeatureCounts](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureCounts): In-page section heading. - [FeatureEffectCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureEffectCreate): In-page section heading. - [FeatureEffects](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureEffects): In-page section heading. - [FeatureEffectsCreateDatetime](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureEffectsCreateDatetime): In-page section heading. - [FeatureEffectsDatetimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureEffectsDatetimeResponse): In-page section heading. - [FeatureEffectsInsightResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureEffectsInsightResponse): In-page section heading. - [FeatureEffectsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureEffectsResponse): In-page section heading. - [FeatureImpactCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureImpactCreatePayload): In-page section heading. - [FeatureImpactInsightResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureImpactInsightResponse): In-page section heading. - [FeatureImpactItem](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FeatureImpactItem): In-page section heading. - [FilterDataSlices](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FilterDataSlices): In-page section heading. - [ForecastDistancePlotDataEntryResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ForecastDistancePlotDataEntryResponse): In-page section heading. - [ForecastDistanceStabilityPlotResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ForecastDistanceStabilityPlotResponse): In-page section heading. - [ForecastVsActualPlotsBins](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ForecastVsActualPlotsBins): In-page section heading. - [ForecastVsActualPlotsDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ForecastVsActualPlotsDataResponse): In-page section heading. - [ForecastVsActualPlotsForecastDistancesStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ForecastVsActualPlotsForecastDistancesStatus): In-page section heading. - [ForecastVsActualPlotsMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ForecastVsActualPlotsMetadataResponse): In-page section heading. - [ForecastVsActualPlotsStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ForecastVsActualPlotsStatus): In-page section heading. - [FrequentValueData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FrequentValueData): In-page section heading. - [FrequentValuesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_FrequentValuesResponse): In-page section heading. - [GeoFeaturePlotData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeoFeaturePlotData): In-page section heading. - [GeoFeaturePlotFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeoFeaturePlotFeature): In-page section heading. - [GeoFeaturePlotFeatureProperties](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeoFeaturePlotFeatureProperties): In-page section heading. - [GeoFeaturePlotSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeoFeaturePlotSummary): In-page section heading. - [GeoJSON](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeoJSON): In-page section heading. - [GeometryFeaturePLotCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeometryFeaturePLotCreatePayload): In-page section heading. - [GeometryFeaturePlotRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeometryFeaturePlotRetrieveResponse): In-page section heading. - [GeospatialFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeospatialFeature): In-page section heading. - [GeospatialInsights](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GeospatialInsights): In-page section heading. - [GlobalMetrics](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_GlobalMetrics): In-page section heading. - [Histogram](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_Histogram): In-page section heading. - [HistogramBarsDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_HistogramBarsDetails): In-page section heading. - [HistogramDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_HistogramDetails): In-page section heading. - [ImageFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ImageFeature): In-page section heading. - [ImageInsights](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ImageInsights): In-page section heading. - [ImageInsightsMetadataElement](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ImageInsightsMetadataElement): In-page section heading. - [LabelRelevancePlot](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LabelRelevancePlot): In-page section heading. - [LabelwiseLiftChart](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LabelwiseLiftChart): In-page section heading. - [LabelwiseLiftChartBin](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LabelwiseLiftChartBin): In-page section heading. - [LabelwiseLiftChartItem](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LabelwiseLiftChartItem): In-page section heading. - [LabelwiseROC](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LabelwiseROC): In-page section heading. - [LabelwiseROCItem](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LabelwiseROCItem): In-page section heading. - [LabelwiseROCPoint](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LabelwiseROCPoint): In-page section heading. - [LiftBinResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LiftBinResponse): In-page section heading. - [LiftChartForDatasetsList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LiftChartForDatasetsList): In-page section heading. - [LiftChartResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LiftChartResponse): In-page section heading. - [LiftChartbins](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LiftChartbins): In-page section heading. - [LiftData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_LiftData): In-page section heading. - [ModelConfusionChartClassDetailsForDatasetRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelConfusionChartClassDetailsForDatasetRetrieve): In-page section heading. - [ModelConfusionChartClassDetailsRetrieveReponseController](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelConfusionChartClassDetailsRetrieveReponseController): In-page section heading. - [ModelConfusionChartListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelConfusionChartListResponse): In-page section heading. - [ModelConfusionChartMetadataRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelConfusionChartMetadataRetrieveResponse): In-page section heading. - [ModelConfusionChartRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelConfusionChartRetrieveResponse): In-page section heading. - [ModelLifecycle](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelLifecycle): In-page section heading. - [ModelLiftChartListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelLiftChartListResponse): In-page section heading. - [ModelLiftChartResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelLiftChartResponse): In-page section heading. - [ModelResidualsChartData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelResidualsChartData): In-page section heading. - [ModelResidualsHistogram](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelResidualsHistogram): In-page section heading. - [ModelResidualsList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelResidualsList): In-page section heading. - [ModelResidualsSource](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelResidualsSource): In-page section heading. - [ModelRocCurveListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelRocCurveListResponse): In-page section heading. - [ModelRocCurveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelRocCurveResponse): In-page section heading. - [ModelXrayMetadataDatetimeDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelXrayMetadataDatetimeDataResponse): In-page section heading. - [ModelXrayMetadataDatetimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelXrayMetadataDatetimeResponse): In-page section heading. - [ModelXrayMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ModelXrayMetadataResponse): In-page section heading. - [MulticategoricalHistogram](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticategoricalHistogram): In-page section heading. - [MulticategoricalHistogramItem](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticategoricalHistogramItem): In-page section heading. - [MulticategoricalInvalidFormatErrorData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticategoricalInvalidFormatErrorData): In-page section heading. - [MulticategoricalInvalidFormatErrorList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticategoricalInvalidFormatErrorList): In-page section heading. - [MulticategoricalInvalidFormatResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticategoricalInvalidFormatResponse): In-page section heading. - [MulticlassDatetimeFeatureEffectsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassDatetimeFeatureEffectsResponse): In-page section heading. - [MulticlassFeatureEffectCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassFeatureEffectCreate): In-page section heading. - [MulticlassFeatureEffectDatetimeCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassFeatureEffectDatetimeCreate): In-page section heading. - [MulticlassFeatureEffects](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassFeatureEffects): In-page section heading. - [MulticlassFeatureEffectsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassFeatureEffectsResponse): In-page section heading. - [MulticlassFeatureImpact](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassFeatureImpact): In-page section heading. - [MulticlassFeatureImpactResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassFeatureImpactResponse): In-page section heading. - [MulticlassLiftBinResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassLiftBinResponse): In-page section heading. - [MulticlassLiftChartForDatasetsList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassLiftChartForDatasetsList): In-page section heading. - [MulticlassLiftData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassLiftData): In-page section heading. - [MulticlassLiftDataClassBins](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassLiftDataClassBins): In-page section heading. - [MulticlassModelLiftChartResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MulticlassModelLiftChartResponse): In-page section heading. - [MultiseriesHistogramsBin](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MultiseriesHistogramsBin): In-page section heading. - [MultiseriesHistogramsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_MultiseriesHistogramsRetrieveResponse): In-page section heading. - [Numeric](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_Numeric): In-page section heading. - [NumericFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_NumericFeature): In-page section heading. - [PairwiseManualSelectionCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseManualSelectionCreatePayload): In-page section heading. - [PairwiseManualSelectionCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseManualSelectionCreateResponse): In-page section heading. - [PairwiseManualSelectionCreatedItem](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseManualSelectionCreatedItem): In-page section heading. - [PairwiseManualSelectionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseManualSelectionResponse): In-page section heading. - [PairwiseManualSelectionUpdateRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseManualSelectionUpdateRequest): In-page section heading. - [PairwiseManualSelectionsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseManualSelectionsRetrieveResponse): In-page section heading. - [PairwiseStatisticsItem](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseStatisticsItem): In-page section heading. - [PairwiseStatisticsLabelConfiguration](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseStatisticsLabelConfiguration): In-page section heading. - [PairwiseStatisticsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PairwiseStatisticsResponse): In-page section heading. - [PartialDependence](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PartialDependence): In-page section heading. - [PartialDependenceData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PartialDependenceData): In-page section heading. - [PayoffMatricesCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PayoffMatricesCreate): In-page section heading. - [PayoffMatricesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PayoffMatricesListResponse): In-page section heading. - [PayoffMatricesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PayoffMatricesResponse): In-page section heading. - [PerClassAccuracy](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerClassAccuracy): In-page section heading. - [PerClassFairness](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerClassFairness): In-page section heading. - [PerClusterCategorical](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerClusterCategorical): In-page section heading. - [PerClusterGeospatial](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerClusterGeospatial): In-page section heading. - [PerClusterImage](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerClusterImage): In-page section heading. - [PerClusterNumeric](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerClusterNumeric): In-page section heading. - [PerClusterText](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerClusterText): In-page section heading. - [PerNgramTextExplanations](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerNgramTextExplanations): In-page section heading. - [PerValueStatisticTextListItem](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerValueStatisticTextListItem): In-page section heading. - [PerValueStatistics](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerValueStatistics): In-page section heading. - [PerValueStatisticsListItem](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PerValueStatisticsListItem): In-page section heading. - [PermutationFeatureImpactCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PermutationFeatureImpactCreatePayload): In-page section heading. - [PermutationFeatureImpactResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PermutationFeatureImpactResponse): In-page section heading. - [PredictedFrequency](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictedFrequency): In-page section heading. - [PredictedPercentages](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictedPercentages): In-page section heading. - [PredictedVsActual](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictedVsActual): In-page section heading. - [PredictedVsActualData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictedVsActualData): In-page section heading. - [PredictionExplanation](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanation): In-page section heading. - [PredictionExplanationsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanationsCreate): In-page section heading. - [PredictionExplanationsInitializationCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanationsInitializationCreate): In-page section heading. - [PredictionExplanationsInitializationRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanationsInitializationRetrieve): In-page section heading. - [PredictionExplanationsPredictionValues](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanationsPredictionValues): In-page section heading. - [PredictionExplanationsRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanationsRecord): In-page section heading. - [PredictionExplanationsRecordList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanationsRecordList): In-page section heading. - [PredictionExplanationsRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanationsRetrieve): In-page section heading. - [PredictionExplanationsRow](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_PredictionExplanationsRow): In-page section heading. - [RatingTableCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RatingTableCreateResponse): In-page section heading. - [RatingTableListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RatingTableListResponse): In-page section heading. - [RatingTableModelDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RatingTableModelDetailsResponse): In-page section heading. - [RatingTableRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RatingTableRetrieveResponse): In-page section heading. - [RatingTableUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RatingTableUpdate): In-page section heading. - [ResidualsChartForDatasets](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ResidualsChartForDatasets): In-page section heading. - [ResidualsChartForDatasetsList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ResidualsChartForDatasetsList): In-page section heading. - [RetrieveConfusionMatrixPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveConfusionMatrixPaginatedResponse): In-page section heading. - [RetrieveFeatureEffectsIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveFeatureEffectsIndividualResponse): In-page section heading. - [RetrieveFeatureEffectsPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveFeatureEffectsPaginatedResponse): In-page section heading. - [RetrieveFeatureImpactIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveFeatureImpactIndividualResponse): In-page section heading. - [RetrieveFeatureImpactPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveFeatureImpactPaginatedResponse): In-page section heading. - [RetrieveLiftChartIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveLiftChartIndividualResponse): In-page section heading. - [RetrieveLiftChartPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveLiftChartPaginatedResponse): In-page section heading. - [RetrieveResidualsIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveResidualsIndividualResponse): In-page section heading. - [RetrieveResidualsPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveResidualsPaginatedResponse): In-page section heading. - [RetrieveRocCurveIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveRocCurveIndividualResponse): In-page section heading. - [RetrieveRocCurvePaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveRocCurvePaginatedResponse): In-page section heading. - [RetrieveShapDistributionsIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveShapDistributionsIndividualResponse): In-page section heading. - [RetrieveShapDistributionsPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveShapDistributionsPaginatedResponse): In-page section heading. - [RetrieveShapImpactIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveShapImpactIndividualResponse): In-page section heading. - [RetrieveShapImpactPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveShapImpactPaginatedResponse): In-page section heading. - [RetrieveShapMatrixIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveShapMatrixIndividualResponse): In-page section heading. - [RetrieveShapMatrixPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveShapMatrixPaginatedResponse): In-page section heading. - [RetrieveShapPreviewIndividualResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveShapPreviewIndividualResponse): In-page section heading. - [RetrieveShapPreviewPaginatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RetrieveShapPreviewPaginatedResponse): In-page section heading. - [RocCurveForDatasets](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RocCurveForDatasets): In-page section heading. - [RocCurveForDatasetsList](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RocCurveForDatasetsList): In-page section heading. - [RocCurveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RocCurveResponse): In-page section heading. - [RocPointsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_RocPointsResponse): In-page section heading. - [SeriesAccuracyCompute](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_SeriesAccuracyCompute): In-page section heading. - [SeriesAccuracyRetrieveDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_SeriesAccuracyRetrieveDataResponse): In-page section heading. - [SeriesAccuracyRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_SeriesAccuracyRetrieveResponse): In-page section heading. - [ShapDistributionsData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapDistributionsData): In-page section heading. - [ShapDistributionsRow](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapDistributionsRow): In-page section heading. - [ShapDistributionsValue](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapDistributionsValue): In-page section heading. - [ShapExplanationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapExplanationResponse): In-page section heading. - [ShapImpactData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapImpactData): In-page section heading. - [ShapImpactEntity](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapImpactEntity): In-page section heading. - [ShapImpactRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapImpactRetrieveResponse): In-page section heading. - [ShapImpactsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapImpactsResponse): In-page section heading. - [ShapMatrixData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapMatrixData): In-page section heading. - [ShapMatrixListDataField](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapMatrixListDataField): In-page section heading. - [ShapMatrixListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapMatrixListResponse): In-page section heading. - [ShapMatrixMetadataField](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapMatrixMetadataField): In-page section heading. - [ShapMatrixRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapMatrixRetrieveResponse): In-page section heading. - [ShapPreviewData](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapPreviewData): In-page section heading. - [ShapPreviewRow](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapPreviewRow): In-page section heading. - [ShapPreviewValue](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_ShapPreviewValue): In-page section heading. - [TargetBin](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_TargetBin): In-page section heading. - [Text](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_Text): In-page section heading. - [TextFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_TextFeature): In-page section heading. - [UploadRatingTable](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_UploadRatingTable): In-page section heading. - [WordCloudNgram](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_WordCloudNgram): In-page section heading. - [WordCloudRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/insights.html#tocS_WordCloudRetrieveResponse): In-page section heading. - [Jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/jobs.html): This page outlines the endpoints that create and manage DataRobot model evaluation jobs. - [Jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/jobs.html#jobs): In-page section heading. - [List tasks](https://docs.datarobot.com/en/docs/api/reference/public-api/jobs.html#list-tasks): In-page section heading. - [Delete a task by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/jobs.html#delete-a-task-by-status-id): In-page section heading. - [Get task status by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/jobs.html#get-task-status-by-status-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/jobs.html#schemas): In-page section heading. - [StatusListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/jobs.html#tocS_StatusListResponse): In-page section heading. - [StatusRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/jobs.html#tocS_StatusRetrieveResponse): In-page section heading. - [LLM blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html): The following endpoints outline how to manage LLM generation. - [LLM blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#llm-blueprints): In-page section heading. - [List custom model LLM validations](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#list-custom-model-llm-validations): In-page section heading. - [Validate custom model LLM](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#validate-custom-model-llm): In-page section heading. - [Delete custom model LLM validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#delete-custom-model-llm-validation-by-validation-id): In-page section heading. - [Retrieve custom model LLM validation status by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#retrieve-custom-model-llm-validation-status-by-validation-id): In-page section heading. - [Edit custom model LLM validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#edit-custom-model-llm-validation-by-validation-id): In-page section heading. - [Revalidate custom model LLM by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#revalidate-custom-model-llm-by-validation-id): In-page section heading. - [Create custom model version](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#create-custom-model-version): In-page section heading. - [List LLM blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#list-llm-blueprints): In-page section heading. - [Create LLM blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#create-llm-blueprint): In-page section heading. - [Create a LLM blueprints from a chat prompt](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#create-a-llm-blueprints-from-a-chat-prompt): In-page section heading. - [Duplicate LLM blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#duplicate-llm-blueprint): In-page section heading. - [Delete LLM blueprint by LLM blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#delete-llm-blueprint-by-llm-blueprint-id): In-page section heading. - [Retrieve LLM blueprint by LLM blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#retrieve-llm-blueprint-by-llm-blueprint-id): In-page section heading. - [Edit LLM blueprint by LLM blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#edit-llm-blueprint-by-llm-blueprint-id): In-page section heading. - [List LLMs](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#list-llms): In-page section heading. - [Get LLM by LLM ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#get-llm-by-llm-id): In-page section heading. - [List playgrounds](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#list-playgrounds): In-page section heading. - [Create playground](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#create-playground): In-page section heading. - [Delete playground by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#delete-playground-by-playground-id): In-page section heading. - [Retrieve playground by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#retrieve-playground-by-playground-id): In-page section heading. - [Edit playground by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#edit-playground-by-playground-id): In-page section heading. - [Delete the NeMo configuration by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#delete-the-nemo-configuration-by-playground-id): In-page section heading. - [Retrive the NeMo configuration by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#retrive-the-nemo-configuration-by-playground-id): In-page section heading. - [Update/insert the NeMo configuration by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#updateinsert-the-nemo-configuration-by-playground-id): In-page section heading. - [Delete a NeMo metric by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#delete-a-nemo-metric-by-playground-id): In-page section heading. - [List OOTB metric configurations by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#list-ootb-metric-configurations-by-playground-id): In-page section heading. - [Create OOTB metric configuration by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#create-ootb-metric-configuration-by-playground-id): In-page section heading. - [List supported insights by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#list-supported-insights-by-playground-id): In-page section heading. - [Retrieve playground prompt traces by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#retrieve-playground-prompt-traces-by-playground-id): In-page section heading. - [Retrieve playground prompt traces metadata by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#retrieve-playground-prompt-traces-metadata-by-playground-id): In-page section heading. - [Create playground prompt trace dataset by playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#create-playground-prompt-trace-dataset-by-playground-id): In-page section heading. - [Copy supported insights by target playground ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#copy-supported-insights-by-target-playground-id): In-page section heading. - [Retrieve job status by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#retrieve-job-status-by-status-id): In-page section heading. - [\[DEPRECATED\] Retrieve LLM API call count](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#deprecated-retrieve-llm-api-call-count): In-page section heading. - [Retrieve vector database creation count](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#retrieve-vector-database-creation-count): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#schemas): In-page section heading. - [AggregationType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_AggregationType): In-page section heading. - [ArgumentMatchMode](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ArgumentMatchMode): In-page section heading. - [AvailableLiteLLMEndpoints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_AvailableLiteLLMEndpoints): In-page section heading. - [BooleanSettingConstraints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_BooleanSettingConstraints): In-page section heading. - [Citation](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_Citation): In-page section heading. - [CommonLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CommonLLMSettings): In-page section heading. - [CopyInsightsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CopyInsightsRequest): In-page section heading. - [CopySupportedInsightsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CopySupportedInsightsRequest): In-page section heading. - [CreateCustomModelLLMValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreateCustomModelLLMValidationRequest): In-page section heading. - [CreateCustomModelVersionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreateCustomModelVersionRequest): In-page section heading. - [CreateCustomModelVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreateCustomModelVersionResponse): In-page section heading. - [CreateFromChatPromptRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreateFromChatPromptRequest): In-page section heading. - [CreateFromLLMBlueprintRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreateFromLLMBlueprintRequest): In-page section heading. - [CreateLLMBlueprintRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreateLLMBlueprintRequest): In-page section heading. - [CreateOOTBMetricConfigurationsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreateOOTBMetricConfigurationsRequest): In-page section heading. - [CreatePlaygroundRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreatePlaygroundRequest): In-page section heading. - [CreateTraceDatasetRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CreateTraceDatasetRequest): In-page section heading. - [CustomModelChatLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelChatLLMSettings): In-page section heading. - [CustomModelGuard](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelGuard): In-page section heading. - [CustomModelGuardNemoEvaluatorType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelGuardNemoEvaluatorType): In-page section heading. - [CustomModelGuardOOTBType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelGuardOOTBType): In-page section heading. - [CustomModelGuardStage](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelGuardStage): In-page section heading. - [CustomModelGuardType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelGuardType): In-page section heading. - [CustomModelLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelLLMSettings): In-page section heading. - [CustomModelLLMValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelLLMValidationResponse): In-page section heading. - [CustomModelResourcesRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelResourcesRequest): In-page section heading. - [CustomModelValidationStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_CustomModelValidationStatus): In-page section heading. - [DataRobotUser](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_DataRobotUser): In-page section heading. - [DeploymentAccessData](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_DeploymentAccessData): In-page section heading. - [DeploymentInputType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_DeploymentInputType): In-page section heading. - [EditCustomModelValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_EditCustomModelValidationRequest): In-page section heading. - [EditPlaygroundRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_EditPlaygroundRequest): In-page section heading. - [ExecutionStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ExecutionStatus): In-page section heading. - [ExtraMetricSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ExtraMetricSettings): In-page section heading. - [FeedbackResult](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_FeedbackResult): In-page section heading. - [FloatSettingConstraints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_FloatSettingConstraints): In-page section heading. - [GuardCondition](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_GuardCondition): In-page section heading. - [GuardConditionComparator](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_GuardConditionComparator): In-page section heading. - [HTTPValidationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_HTTPValidationErrorResponse): In-page section heading. - [InsightErrorResolution](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_InsightErrorResolution): In-page section heading. - [InsightTypes](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_InsightTypes): In-page section heading. - [InsightsConfigurationWithAdditionalData](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_InsightsConfigurationWithAdditionalData): In-page section heading. - [IntegerSettingConstraints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_IntegerSettingConstraints): In-page section heading. - [Intervention](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_Intervention): In-page section heading. - [JobErrorCode](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_JobErrorCode): In-page section heading. - [JobExecutionState](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_JobExecutionState): In-page section heading. - [LLMBlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_LLMBlueprintResponse): In-page section heading. - [LLMReference](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_LLMReference): In-page section heading. - [LLMSettingDefinition](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_LLMSettingDefinition): In-page section heading. - [LLMType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_LLMType): In-page section heading. - [LanguageModelDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_LanguageModelDefinitionResponse): In-page section heading. - [ListCustomModelLLMValidationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListCustomModelLLMValidationsResponse): In-page section heading. - [ListCustomModelValidationSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListCustomModelValidationSortQueryParam): In-page section heading. - [ListLLMBlueprintSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListLLMBlueprintSortQueryParam): In-page section heading. - [ListLLMBlueprintsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListLLMBlueprintsResponse): In-page section heading. - [ListLLMsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListLLMsResponse): In-page section heading. - [ListParameterConstraints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListParameterConstraints): In-page section heading. - [ListPlaygroundSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListPlaygroundSortQueryParam): In-page section heading. - [ListPlaygroundsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListPlaygroundsResponse): In-page section heading. - [ListTracesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ListTracesResponse): In-page section heading. - [MetricMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_MetricMetadata): In-page section heading. - [MetricUnit](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_MetricUnit): In-page section heading. - [ModerationAction](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ModerationAction): In-page section heading. - [ModerationConfigurationWithID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ModerationConfigurationWithID): In-page section heading. - [ModerationConfigurationWithoutID](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ModerationConfigurationWithoutID): In-page section heading. - [NemoConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_NemoConfigurationResponse): In-page section heading. - [NemoConfigurationUpsertRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_NemoConfigurationUpsertRequest): In-page section heading. - [NemoLLMConfiguration](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_NemoLLMConfiguration): In-page section heading. - [NemoPipelineFiles](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_NemoPipelineFiles): In-page section heading. - [NemoPiplineFilesRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_NemoPiplineFilesRequest): In-page section heading. - [OOTBAgenticMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_OOTBAgenticMetricInsightNames): In-page section heading. - [OOTBMetricConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_OOTBMetricConfigurationRequest): In-page section heading. - [OOTBMetricConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_OOTBMetricConfigurationResponse): In-page section heading. - [OOTBMetricConfigurationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_OOTBMetricConfigurationsResponse): In-page section heading. - [OOTBMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_OOTBMetricInsightNames): In-page section heading. - [OTELMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_OTELMetricInsightNames): In-page section heading. - [ObjectIdSettingConstraints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ObjectIdSettingConstraints): In-page section heading. - [PipelineStage](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_PipelineStage): In-page section heading. - [PlaygroundResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_PlaygroundResponse): In-page section heading. - [PlaygroundType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_PlaygroundType): In-page section heading. - [PromptTraceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_PromptTraceResponse): In-page section heading. - [PromptType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_PromptType): In-page section heading. - [ProviderGuardStage](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ProviderGuardStage): In-page section heading. - [ProviderGuardsMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ProviderGuardsMetadata): In-page section heading. - [ResultMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ResultMetadata): In-page section heading. - [RetrievalMode](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_RetrievalMode): In-page section heading. - [RetrieveUserLimitCounterResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_RetrieveUserLimitCounterResponse): In-page section heading. - [SettingFormat](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_SettingFormat): In-page section heading. - [SettingType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_SettingType): In-page section heading. - [SidecarModelMetricMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_SidecarModelMetricMetadata): In-page section heading. - [StatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_StatusResponse): In-page section heading. - [StringSettingConstraints](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_StringSettingConstraints): In-page section heading. - [SupportedCustomModelLLMValidation](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_SupportedCustomModelLLMValidation): In-page section heading. - [SupportedDeploymentType](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_SupportedDeploymentType): In-page section heading. - [SupportedInsightsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_SupportedInsightsResponse): In-page section heading. - [ToolCallAccuracySettings](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ToolCallAccuracySettings): In-page section heading. - [TraceChat](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_TraceChat): In-page section heading. - [TraceDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_TraceDatasetResponse): In-page section heading. - [TraceMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_TraceMetadataResponse): In-page section heading. - [UpdateLLMBlueprintRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_UpdateLLMBlueprintRequest): In-page section heading. - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_ValidationError): In-page section heading. - [VectorDatabaseRetrievers](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_VectorDatabaseRetrievers): In-page section heading. - [VectorDatabaseSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_VectorDatabaseSettings): In-page section heading. - [VectorDatabaseSettingsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/llm_generation.html#tocS_VectorDatabaseSettingsRequest): In-page section heading. - [Challenger models](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html): Use the endpoints described below to manage challenger models. - [Challenger models](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#challenger-models): In-page section heading. - [Score challenger models by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#score-challenger-models-by-deployment-id): In-page section heading. - [Retrieve challenger replay settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#retrieve-challenger-replay-settings-by-deployment-id): In-page section heading. - [Update challenger replay settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#update-challenger-replay-settings-by-deployment-id): In-page section heading. - [List challenger models by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#list-challenger-models-by-deployment-id): In-page section heading. - [Create challenger model by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#create-challenger-model-by-deployment-id): In-page section heading. - [Delete challenger model by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#delete-challenger-model-by-deployment-id): In-page section heading. - [Get challenger model by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#get-challenger-model-by-deployment-id): In-page section heading. - [Update challenger model by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#update-challenger-model-by-deployment-id): In-page section heading. - [Retrieve information about the champion model package by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#retrieve-information-about-the-champion-model-package-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#schemas): In-page section heading. - [ChallengerCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ChallengerCreate): In-page section heading. - [ChallengerListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ChallengerListResponse): In-page section heading. - [ChallengerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ChallengerResponse): In-page section heading. - [ChallengerScore](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ChallengerScore): In-page section heading. - [ChallengerUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ChallengerUpdate): In-page section heading. - [ChallengersReplaySettings](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ChallengersReplaySettings): In-page section heading. - [CustomModelDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_CustomModelDetails): In-page section heading. - [MlpkgFileContents](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_MlpkgFileContents): In-page section heading. - [ModelPackageCapabilities](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageCapabilities): In-page section heading. - [ModelPackageDatasets](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageDatasets): In-page section heading. - [ModelPackageImportMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageImportMeta): In-page section heading. - [ModelPackageModelDescription](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageModelDescription): In-page section heading. - [ModelPackageModelKind](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageModelKind): In-page section heading. - [ModelPackageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageResponse): In-page section heading. - [ModelPackageRetrieveResponseBase](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageRetrieveResponseBase): In-page section heading. - [ModelPackageScoringCodeMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageScoringCodeMeta): In-page section heading. - [ModelPackageSourceMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageSourceMeta): In-page section heading. - [ModelPackageTarget](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageTarget): In-page section heading. - [ModelPackageTimeseries](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelPackageTimeseries): In-page section heading. - [ModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_ModelResponse): In-page section heading. - [PredictionEnvironmentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_PredictionEnvironmentResponse): In-page section heading. - [Schedule](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_Schedule): In-page section heading. - [UseCaseDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_UseCaseDetails): In-page section heading. - [UserMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_challenger_models.html#tocS_UserMetadata): In-page section heading. - [Humility](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html): Use the endpoints described below to manage humility. - [Humility](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#humility): In-page section heading. - [Retrieve humility stats by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#retrieve-humility-stats-by-deployment-id): In-page section heading. - [Retrieve humility stats over time by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#retrieve-humility-stats-over-time-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#schemas): In-page section heading. - [HumilityStatsBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#tocS_HumilityStatsBucket): In-page section heading. - [HumilityStatsOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#tocS_HumilityStatsOverTimeResponse): In-page section heading. - [HumilityStatsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#tocS_HumilityStatsResponse): In-page section heading. - [HumilityStatsRule](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#tocS_HumilityStatsRule): In-page section heading. - [TimeRange](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_humility.html#tocS_TimeRange): In-page section heading. - [Retraining](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html): Use the endpoints described below to manage retraining. To maintain model performance after deployment without extensive manual work, DataRobot provides an automatic retraining capability for deplo... - [Retraining](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#retraining): In-page section heading. - [Endpoint by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#endpoint-by-deployment-id): In-page section heading. - [Create retraining policies by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#create-retraining-policies-by-id): In-page section heading. - [Delete retraining policies by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#delete-retraining-policies-by-id): In-page section heading. - [Retrieve retraining policies by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#retrieve-retraining-policies-by-id): In-page section heading. - [Modify retraining policies by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#modify-retraining-policies-by-id): In-page section heading. - [Retrieve runs by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#retrieve-runs-by-id): In-page section heading. - [Create runs by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#create-runs-by-id): In-page section heading. - [Retrieve runs by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#retrieve-runs-by-id_1): In-page section heading. - [Modify runs by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#modify-runs-by-id): In-page section heading. - [Retrieve retraining settings by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#retrieve-retraining-settings-by-id): In-page section heading. - [Modify retraining settings by id](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#modify-retraining-settings-by-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#schemas): In-page section heading. - [AutopilotOptions](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_AutopilotOptions): In-page section heading. - [CustomRetrainingJob](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_CustomRetrainingJob): In-page section heading. - [Dataset](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_Dataset): In-page section heading. - [Periodicity](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_Periodicity): In-page section heading. - [PredictionEnvironment](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_PredictionEnvironment): In-page section heading. - [ProjectOptions](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_ProjectOptions): In-page section heading. - [RetrainingPolicyCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingPolicyCreate): In-page section heading. - [RetrainingPolicyListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingPolicyListResponse): In-page section heading. - [RetrainingPolicyRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingPolicyRetrieve): In-page section heading. - [RetrainingPolicyRunListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingPolicyRunListResponse): In-page section heading. - [RetrainingPolicyRunRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingPolicyRunRetrieve): In-page section heading. - [RetrainingPolicyRunUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingPolicyRunUpdate): In-page section heading. - [RetrainingPolicyUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingPolicyUpdate): In-page section heading. - [RetrainingSettingsRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingSettingsRetrieve): In-page section heading. - [RetrainingSettingsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingSettingsUpdate): In-page section heading. - [RetrainingUseCase](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingUseCase): In-page section heading. - [RetrainingUser](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_RetrainingUser): In-page section heading. - [Schedule](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_Schedule): In-page section heading. - [TimeSeriesOptions](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_TimeSeriesOptions): In-page section heading. - [Trigger](https://docs.datarobot.com/en/docs/api/reference/public-api/mitigation_retraining.html#tocS_Trigger): In-page section heading. - [Model management](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html): Use the endpoints described below to for model management. - [Model management](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#model-management): In-page section heading. - [List model packages](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#list-model-packages): In-page section heading. - [Create model package](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#create-model-package): In-page section heading. - [Create a model packages from a learning model](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#create-a-model-packages-from-a-learning-model): In-page section heading. - [Retrieve info about a model package by model package ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#retrieve-info-about-a-model-package-by-model-package-id): In-page section heading. - [Archive a model package by model package ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#archive-a-model-package-by-model-package-id): In-page section heading. - [Retrieve capabilities by model package ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#retrieve-capabilities-by-model-package-id): In-page section heading. - [Retrieve feature list by model package ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#retrieve-feature-list-by-model-package-id): In-page section heading. - [The list of the model package's model logs by model package ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#the-list-of-the-model-packages-model-logs-by-model-package-id): In-page section heading. - [Get the model package's access control list by model package ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#get-the-model-packages-access-control-list-by-model-package-id): In-page section heading. - [List registered models](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#list-registered-models): In-page section heading. - [Archive a registered model by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#archive-a-registered-model-by-registered-model-id): In-page section heading. - [Retrieve information about a registered model by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#retrieve-information-about-a-registered-model-by-registered-model-id): In-page section heading. - [Update a registered model by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#update-a-registered-model-by-registered-model-id): In-page section heading. - [List deployments associated by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#list-deployments-associated-by-registered-model-id): In-page section heading. - [Get the registered model access control list by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#get-the-registered-model-access-control-list-by-registered-model-id): In-page section heading. - [Update the registered model controls by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#update-the-registered-model-controls-by-registered-model-id): In-page section heading. - [List the registered model's versions by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#list-the-registered-models-versions-by-registered-model-id): In-page section heading. - [Get the registered model's version by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#get-the-registered-models-version-by-registered-model-id): In-page section heading. - [List all deployments associated by registered model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#list-all-deployments-associated-by-registered-model-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#schemas): In-page section heading. - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_AccessControlV2): In-page section heading. - [CustomModelDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_CustomModelDetails): In-page section heading. - [DeploymentPredictionEnvironmentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_DeploymentPredictionEnvironmentResponse): In-page section heading. - [Feature](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_Feature): In-page section heading. - [FeatureListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_FeatureListResponse): In-page section heading. - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_GrantAccessControlWithId): In-page section heading. - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_GrantAccessControlWithUsername): In-page section heading. - [MlpkgFileContents](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_MlpkgFileContents): In-page section heading. - [ModelPackageCapabilities](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageCapabilities): In-page section heading. - [ModelPackageCapabilitiesRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageCapabilitiesRetrieveResponse): In-page section heading. - [ModelPackageCapability](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageCapability): In-page section heading. - [ModelPackageCreateFromLeaderboard](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageCreateFromLeaderboard): In-page section heading. - [ModelPackageCreateFromLearningModel](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageCreateFromLearningModel): In-page section heading. - [ModelPackageDatasets](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageDatasets): In-page section heading. - [ModelPackageImportMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageImportMeta): In-page section heading. - [ModelPackageListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageListResponse): In-page section heading. - [ModelPackageModelDescription](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageModelDescription): In-page section heading. - [ModelPackageModelKind](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageModelKind): In-page section heading. - [ModelPackageModelLogsEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageModelLogsEntry): In-page section heading. - [ModelPackageModelLogsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageModelLogsListResponse): In-page section heading. - [ModelPackageRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageRetrieveResponse): In-page section heading. - [ModelPackageScoringCodeMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageScoringCodeMeta): In-page section heading. - [ModelPackageSourceMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageSourceMeta): In-page section heading. - [ModelPackageTarget](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageTarget): In-page section heading. - [ModelPackageTimeseries](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_ModelPackageTimeseries): In-page section heading. - [RegisteredModelCreatedBy](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_RegisteredModelCreatedBy): In-page section heading. - [RegisteredModelDeploymentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_RegisteredModelDeploymentResponse): In-page section heading. - [RegisteredModelDeploymentsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_RegisteredModelDeploymentsListResponse): In-page section heading. - [RegisteredModelListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_RegisteredModelListResponse): In-page section heading. - [RegisteredModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_RegisteredModelResponse): In-page section heading. - [RegisteredModelTarget](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_RegisteredModelTarget): In-page section heading. - [RegisteredModelUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_RegisteredModelUpdate): In-page section heading. - [RegisteredModelVersionsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_RegisteredModelVersionsListResponse): In-page section heading. - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_SharedRolesUpdate): In-page section heading. - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_SharingListV2Response): In-page section heading. - [UseCaseDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_UseCaseDetails): In-page section heading. - [UserMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/model_management.html#tocS_UserMetadata): In-page section heading. - [Models](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html): Use the endpoints described below to create and manage DataRobot models. - [Models](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#models): In-page section heading. - [Create a model package](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#create-a-model-package): In-page section heading. - [Retrieve an archive (tar by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#retrieve-an-archive-tar-by-project-id): In-page section heading. - [Retrieve training artifact by id by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#retrieve-training-artifact-by-id-by-project-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#schemas): In-page section heading. - [ArtifactsForModelWithCustomTasksRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ArtifactsForModelWithCustomTasksRetrieveResponse): In-page section heading. - [CustomModelDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_CustomModelDetails): In-page section heading. - [MlpkgFileContents](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_MlpkgFileContents): In-page section heading. - [ModelPackageCapabilities](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageCapabilities): In-page section heading. - [ModelPackageCreateExternal](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageCreateExternal): In-page section heading. - [ModelPackageDatasets](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageDatasets): In-page section heading. - [ModelPackageDatasetsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageDatasetsCreate): In-page section heading. - [ModelPackageExternalGeospatialMonitoring](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageExternalGeospatialMonitoring): In-page section heading. - [ModelPackageImportMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageImportMeta): In-page section heading. - [ModelPackageModelDescription](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageModelDescription): In-page section heading. - [ModelPackageModelDescriptionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageModelDescriptionCreate): In-page section heading. - [ModelPackageModelKind](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageModelKind): In-page section heading. - [ModelPackageRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageRetrieveResponse): In-page section heading. - [ModelPackageScoringCodeMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageScoringCodeMeta): In-page section heading. - [ModelPackageSourceMeta](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageSourceMeta): In-page section heading. - [ModelPackageTarget](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageTarget): In-page section heading. - [ModelPackageTargetCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageTargetCreate): In-page section heading. - [ModelPackageTextGeneration](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageTextGeneration): In-page section heading. - [ModelPackageTimeseries](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageTimeseries): In-page section heading. - [ModelPackageTimeseriesCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_ModelPackageTimeseriesCreate): In-page section heading. - [PersistentLogsForModelWithCustomTasksRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_PersistentLogsForModelWithCustomTasksRetrieveResponse): In-page section heading. - [UseCaseDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_UseCaseDetails): In-page section heading. - [UserMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/models.html#tocS_UserMetadata): In-page section heading. - [Monitoring jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html): Use the endpoints described below to manage monitoring jobs. To integrate more closely with external data sources, monitoring job definitions allow DataRobot to monitor deployments running and stor... - [Monitoring jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#monitoring-jobs): In-page section heading. - [Creates a new Batch Monitoring job](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#creates-a-new-batch-monitoring-job): In-page section heading. - [List Batch Monitoring job definitions](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#list-batch-monitoring-job-definitions): In-page section heading. - [Creates a new Batch Monitoring job definition](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#creates-a-new-batch-monitoring-job-definition): In-page section heading. - [Delete Batch Prediction job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#delete-batch-prediction-job-definition-by-job-definition-id): In-page section heading. - [Retrieve Batch Monitoring job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#retrieve-batch-monitoring-job-definition-by-job-definition-id): In-page section heading. - [Update Batch Monitoring job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#update-batch-monitoring-job-definition-by-job-definition-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#schemas): In-page section heading. - [AzureDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_AzureDataStreamer): In-page section heading. - [AzureIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_AzureIntake): In-page section heading. - [AzureOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_AzureOutput): In-page section heading. - [AzureOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_AzureOutputAdaptor): In-page section heading. - [BatchJobCSVSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobCSVSettings): In-page section heading. - [BatchJobCreatedBy](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobCreatedBy): In-page section heading. - [BatchJobDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobDefinitionResponse): In-page section heading. - [BatchJobDefinitionsSpecResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobDefinitionsSpecResponse): In-page section heading. - [BatchJobLinks](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobLinks): In-page section heading. - [BatchJobPredictionInstance](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobPredictionInstance): In-page section heading. - [BatchJobRemapping](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobRemapping): In-page section heading. - [BatchJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobResponse): In-page section heading. - [BatchJobSpecResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobSpecResponse): In-page section heading. - [BatchJobTimeSeriesSettingsForecast](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobTimeSeriesSettingsForecast): In-page section heading. - [BatchJobTimeSeriesSettingsHistorical](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchJobTimeSeriesSettingsHistorical): In-page section heading. - [BatchMonitoringJobCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchMonitoringJobCreate): In-page section heading. - [BatchMonitoringJobDefinitionsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchMonitoringJobDefinitionsCreate): In-page section heading. - [BatchMonitoringJobDefinitionsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchMonitoringJobDefinitionsListResponse): In-page section heading. - [BatchMonitoringJobDefinitionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchMonitoringJobDefinitionsResponse): In-page section heading. - [BatchMonitoringJobDefinitionsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchMonitoringJobDefinitionsUpdate): In-page section heading. - [BatchPredictionJobCSVSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchPredictionJobCSVSettings): In-page section heading. - [BatchPredictionJobPredictionInstance](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchPredictionJobPredictionInstance): In-page section heading. - [BatchPredictionJobRemapping](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchPredictionJobRemapping): In-page section heading. - [BatchPredictionJobTimeSeriesSettingsForecast](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchPredictionJobTimeSeriesSettingsForecast): In-page section heading. - [BatchPredictionJobTimeSeriesSettingsHistorical](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchPredictionJobTimeSeriesSettingsHistorical): In-page section heading. - [BatchPredictionJobTimeSeriesSettingsTraining](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BatchPredictionJobTimeSeriesSettingsTraining): In-page section heading. - [BigQueryDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BigQueryDataStreamer): In-page section heading. - [BigQueryIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BigQueryIntake): In-page section heading. - [BigQueryOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BigQueryOutput): In-page section heading. - [BigQueryOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_BigQueryOutputAdaptor): In-page section heading. - [Catalog](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_Catalog): In-page section heading. - [CatalogDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_CatalogDataStreamer): In-page section heading. - [DSS](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DSS): In-page section heading. - [DSSDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DSSDataStreamer): In-page section heading. - [DataStageDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DataStageDataStreamer): In-page section heading. - [DataStageIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DataStageIntake): In-page section heading. - [DatabricksDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DatabricksDataStreamer): In-page section heading. - [DatabricksIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DatabricksIntake): In-page section heading. - [DatabricksOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DatabricksOutput): In-page section heading. - [DatabricksOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DatabricksOutputAdaptor): In-page section heading. - [DatasphereDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DatasphereDataStreamer): In-page section heading. - [DatasphereIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DatasphereIntake): In-page section heading. - [DatasphereOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DatasphereOutput): In-page section heading. - [DatasphereOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_DatasphereOutputAdaptor): In-page section heading. - [FileSystemDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_FileSystemDataStreamer): In-page section heading. - [FileSystemIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_FileSystemIntake): In-page section heading. - [FileSystemOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_FileSystemOutput): In-page section heading. - [FileSystemOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_FileSystemOutputAdaptor): In-page section heading. - [GCPDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_GCPDataStreamer): In-page section heading. - [GCPIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_GCPIntake): In-page section heading. - [GCPOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_GCPOutput): In-page section heading. - [GCPOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_GCPOutputAdaptor): In-page section heading. - [HTTPDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_HTTPDataStreamer): In-page section heading. - [HTTPIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_HTTPIntake): In-page section heading. - [HTTPOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_HTTPOutput): In-page section heading. - [HttpOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_HttpOutputAdaptor): In-page section heading. - [JDBCDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_JDBCDataStreamer): In-page section heading. - [JDBCIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_JDBCIntake): In-page section heading. - [JDBCOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_JDBCOutput): In-page section heading. - [JdbcOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_JdbcOutputAdaptor): In-page section heading. - [LocalFileDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_LocalFileDataStreamer): In-page section heading. - [LocalFileIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_LocalFileIntake): In-page section heading. - [LocalFileOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_LocalFileOutput): In-page section heading. - [LocalFileOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_LocalFileOutputAdaptor): In-page section heading. - [MonitoringAggregation](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_MonitoringAggregation): In-page section heading. - [MonitoringColumnsMapping](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_MonitoringColumnsMapping): In-page section heading. - [MonitoringOutputSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_MonitoringOutputSettings): In-page section heading. - [PredictionColumMap](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_PredictionColumMap): In-page section heading. - [S3DataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_S3DataStreamer): In-page section heading. - [S3Intake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_S3Intake): In-page section heading. - [S3Output](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_S3Output): In-page section heading. - [S3OutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_S3OutputAdaptor): In-page section heading. - [Schedule](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_Schedule): In-page section heading. - [ServerSideEncryption](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_ServerSideEncryption): In-page section heading. - [SnowflakeDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_SnowflakeDataStreamer): In-page section heading. - [SnowflakeIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_SnowflakeIntake): In-page section heading. - [SnowflakeOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_SnowflakeOutput): In-page section heading. - [SnowflakeOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_SnowflakeOutputAdaptor): In-page section heading. - [SynapseDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_SynapseDataStreamer): In-page section heading. - [SynapseIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_SynapseIntake): In-page section heading. - [SynapseOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_SynapseOutput): In-page section heading. - [SynapseOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_SynapseOutputAdaptor): In-page section heading. - [TrinoDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_TrinoDataStreamer): In-page section heading. - [TrinoIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_TrinoIntake): In-page section heading. - [TrinoOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_TrinoOutput): In-page section heading. - [TrinoOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/monitoring_jobs.html#tocS_TrinoOutputAdaptor): In-page section heading. - [No-code applications](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html): Read below to learn about DataRobot's endpoints for no-code applications. Reference the [AI App Builder](app-builder/index) documentation for more information. - [No-code applications](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#no-code-applications): In-page section heading. - [Paginated list of applications created by the currently authenticated user](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#paginated-list-of-applications-created-by-the-currently-authenticated-user): In-page section heading. - [Create an application](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#create-an-application): In-page section heading. - [Verify ability](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#verify-ability): In-page section heading. - [Delete an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#delete-an-application-by-application-id): In-page section heading. - [Retrieve an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#retrieve-an-application-by-application-id): In-page section heading. - [Update an application's name and/ by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#update-an-applications-name-and-by-application-id): In-page section heading. - [A list of users with access by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#a-list-of-users-with-access-by-application-id): In-page section heading. - [Update access control by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#update-access-control-by-application-id): In-page section heading. - [Links a deployment by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#links-a-deployment-by-application-id): In-page section heading. - [Delete link between application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#delete-link-between-application-by-application-id): In-page section heading. - [Create a duplicate of the application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#create-a-duplicate-of-the-application-by-application-id): In-page section heading. - [Get a list of users, groups and organizations that have an access by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#get-a-list-of-users-groups-and-organizations-that-have-an-access-by-application-id): In-page section heading. - [Share an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#share-an-application-by-application-id): In-page section heading. - [Get application user role by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#get-application-user-role-by-application-id): In-page section heading. - [Retrieve available code snippets](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#retrieve-available-code-snippets): In-page section heading. - [Retrieve a code snippet](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#retrieve-a-code-snippet): In-page section heading. - [Create download (no_code_applications)](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#create-download-no_code_applications): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#schemas): In-page section heading. - [AddDeploymentToApplication](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_AddDeploymentToApplication): In-page section heading. - [Application](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_Application): In-page section heading. - [ApplicationAccessControlData](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationAccessControlData): In-page section heading. - [ApplicationAccessControlList](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationAccessControlList): In-page section heading. - [ApplicationAccessControlUpdateRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationAccessControlUpdateRequest): In-page section heading. - [ApplicationAccessPermission](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationAccessPermission): In-page section heading. - [ApplicationCanCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationCanCreate): In-page section heading. - [ApplicationCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationCreate): In-page section heading. - [ApplicationCreateSources](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationCreateSources): In-page section heading. - [ApplicationDeployment](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationDeployment): In-page section heading. - [ApplicationDeploymentSource](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationDeploymentSource): In-page section heading. - [ApplicationDuplicate](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationDuplicate): In-page section heading. - [ApplicationList](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationList): In-page section heading. - [ApplicationModelDeploymentParam](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationModelDeploymentParam): In-page section heading. - [ApplicationModelSource](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationModelSource): In-page section heading. - [ApplicationNameAndDescription](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationNameAndDescription): In-page section heading. - [ApplicationParam](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationParam): In-page section heading. - [ApplicationRelatedEntities](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationRelatedEntities): In-page section heading. - [ApplicationRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationRetrieve): In-page section heading. - [ApplicationSharedRolesEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationSharedRolesEntry): In-page section heading. - [ApplicationSharedRolesEntryUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationSharedRolesEntryUpdate): In-page section heading. - [ApplicationSharedRolesList](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationSharedRolesList): In-page section heading. - [ApplicationSharingUpdateOrRemove](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationSharingUpdateOrRemove): In-page section heading. - [ApplicationUserRoleResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ApplicationUserRoleResponse): In-page section heading. - [CodeSnippetCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_CodeSnippetCreate): In-page section heading. - [CodeSnippetItem](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_CodeSnippetItem): In-page section heading. - [CodeSnippetListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_CodeSnippetListResponse): In-page section heading. - [CodeSnippetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_CodeSnippetResponse): In-page section heading. - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_GrantAccessControlWithId): In-page section heading. - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_GrantAccessControlWithUsername): In-page section heading. - [ModelSnippetModel](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_ModelSnippetModel): In-page section heading. - [PredictionSnippetModel](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_PredictionSnippetModel): In-page section heading. - [WorkloadSnippet](https://docs.datarobot.com/en/docs/api/reference/public-api/no_code_applications.html#tocS_WorkloadSnippet): In-page section heading. - [Notebooks](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html): Endpoints for notebooks which offer an in-browser editor to create and execute code for data science analysis and modeling. - [Notebooks](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#notebooks): In-page section heading. - [Retrieve Notebook Code Snippets](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-code-snippets): In-page section heading. - [Retrieve Tags](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-tags): In-page section heading. - [Retrieve Notebook Code Snippets by snippet ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-code-snippets-by-snippet-id): In-page section heading. - [Delete Notebook Environment Variables by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-notebook-environment-variables-by-notebook-id): In-page section heading. - [Retrieve Notebook Environment Variables by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-environment-variables-by-notebook-id): In-page section heading. - [Create Notebook Environment Variables by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-notebook-environment-variables-by-notebook-id): In-page section heading. - [Delete notebook environment variables by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-notebook-environment-variables-by-id): In-page section heading. - [Modify Notebook Environment Variables by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-notebook-environment-variables-by-notebook-id): In-page section heading. - [Retrieve Notebook Execution Environments](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-execution-environments): In-page section heading. - [Retrieve Machines](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-machines): In-page section heading. - [Retrieve Notebooks by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebooks-by-environment-id): In-page section heading. - [List Notebook Execution Environments versions by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#list-notebook-execution-environments-versions-by-environment-id): In-page section heading. - [Retrieve Notebook Execution Environments by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-execution-environments-by-notebook-id): In-page section heading. - [Modify Notebook Execution Environments by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-notebook-execution-environments-by-notebook-id): In-page section heading. - [Delete Ports by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-ports-by-notebook-id): In-page section heading. - [Retrieve Ports by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-ports-by-notebook-id): In-page section heading. - [Create Ports by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-ports-by-notebook-id): In-page section heading. - [Delete ports by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-ports-by-id): In-page section heading. - [Modify Ports by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-ports-by-notebook-id): In-page section heading. - [Retrieve Notebook jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-jobs): In-page section heading. - [Create Notebook jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-notebook-jobs): In-page section heading. - [Create Manual Run](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-manual-run): In-page section heading. - [Retrieve Run history](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-run-history): In-page section heading. - [Delete Notebook jobs by notebook schedule ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-notebook-jobs-by-notebook-schedule-id): In-page section heading. - [Retrieve Notebook jobs by notebook schedule ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-jobs-by-notebook-schedule-id): In-page section heading. - [Modify Notebook jobs by notebook schedule ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-notebook-jobs-by-notebook-schedule-id): In-page section heading. - [Cancel Notebook jobs by notebook schedule ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#cancel-notebook-jobs-by-notebook-schedule-id): In-page section heading. - [Create Clone by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-clone-by-notebook-id): In-page section heading. - [Create Restore by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-restore-by-notebook-id): In-page section heading. - [Delete Notebook Revisions by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-notebook-revisions-by-notebook-id): In-page section heading. - [Retrieve Notebook Revisions by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-revisions-by-notebook-id): In-page section heading. - [Create Notebook Revisions by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-notebook-revisions-by-notebook-id): In-page section heading. - [Delete notebook revisions by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-notebook-revisions-by-id): In-page section heading. - [Retrieve notebook revisions by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-revisions-by-id): In-page section heading. - [Modify Notebook Revisions by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-notebook-revisions-by-notebook-id): In-page section heading. - [Retrieve Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-cells-by-notebook-id): In-page section heading. - [Retrieve To File by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-to-file-by-notebook-id): In-page section heading. - [Create And Start Codespace](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-and-start-codespace): In-page section heading. - [Retrieve Notebooks by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebooks-by-notebook-id): In-page section heading. - [Create Autocomplete by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-autocomplete-by-notebook-id): In-page section heading. - [Cancel Notebooks by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#cancel-notebooks-by-notebook-id): In-page section heading. - [Retrieve Dataframe by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-dataframe-by-notebook-id): In-page section heading. - [Create Client Activity by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-client-activity-by-notebook-id): In-page section heading. - [Retrieve Dataframe List by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-dataframe-list-by-notebook-id): In-page section heading. - [Execute Notebooks by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#execute-notebooks-by-notebook-id): In-page section heading. - [Retrieve Execution Status by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-execution-status-by-notebook-id): In-page section heading. - [Create Input Reply by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-input-reply-by-notebook-id): In-page section heading. - [Create Inspect by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-inspect-by-notebook-id): In-page section heading. - [Create Restart Kernel by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-restart-kernel-by-notebook-id): In-page section heading. - [Start Notebooks by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#start-notebooks-by-notebook-id): In-page section heading. - [Stop Notebooks by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#stop-notebooks-by-notebook-id): In-page section heading. - [Retrieve Download by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-download-by-notebook-id): In-page section heading. - [Retrieve Objects by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-objects-by-notebook-id): In-page section heading. - [Create Copy by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-copy-by-notebook-id): In-page section heading. - [Delete Delete by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-delete-by-notebook-id): In-page section heading. - [Retrieve download by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-download-by-id): In-page section heading. - [Create Download by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-download-by-notebook-id): In-page section heading. - [Retrieve Metadata by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-metadata-by-notebook-id): In-page section heading. - [Modify Metadata by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-metadata-by-notebook-id): In-page section heading. - [Create Move by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-move-by-notebook-id): In-page section heading. - [New by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#new-by-notebook-id): In-page section heading. - [Create Upload by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-upload-by-notebook-id): In-page section heading. - [Retrieve objects by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-objects-by-id): In-page section heading. - [Create Clone by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-clone-by-notebook-id_1): In-page section heading. - [Cancel Clone by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#cancel-clone-by-notebook-id): In-page section heading. - [Retrieve Status by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-status-by-notebook-id): In-page section heading. - [Retrieve Kernels by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-kernels-by-notebook-id): In-page section heading. - [Create Kernels by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-kernels-by-notebook-id): In-page section heading. - [Delete Kernels by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-kernels-by-notebook-id): In-page section heading. - [Retrieve kernels by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-kernels-by-id): In-page section heading. - [Create Completion by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-completion-by-notebook-id): In-page section heading. - [Execute Kernels by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#execute-kernels-by-notebook-id): In-page section heading. - [Create Input Reply by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-input-reply-by-notebook-id_1): In-page section heading. - [Create Inspect by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-inspect-by-notebook-id_1): In-page section heading. - [Create Interrupt by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-interrupt-by-notebook-id): In-page section heading. - [Create Restart by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-restart-by-notebook-id): In-page section heading. - [Retrieve Kernelspecs by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-kernelspecs-by-notebook-id): In-page section heading. - [Retrieve Notebook by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebook-by-notebook-id): In-page section heading. - [Create Notebook by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-notebook-by-notebook-id): In-page section heading. - [Create Activity by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-activity-by-notebook-id): In-page section heading. - [Delete Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-cells-by-notebook-id): In-page section heading. - [Retrieve Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-cells-by-notebook-id_1): In-page section heading. - [Modify Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-cells-by-notebook-id): In-page section heading. - [Create Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-cells-by-notebook-id): In-page section heading. - [Cancel Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#cancel-cells-by-notebook-id): In-page section heading. - [Delete Output by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-output-by-notebook-id): In-page section heading. - [Create Reorder by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-reorder-by-notebook-id): In-page section heading. - [Create move by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-move-by-id): In-page section heading. - [Retrieve Dataframes by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-dataframes-by-notebook-id): In-page section heading. - [Retrieve dataframes by id](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-dataframes-by-id): In-page section heading. - [Execute Notebook by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#execute-notebook-by-notebook-id): In-page section heading. - [Retrieve Execution by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-execution-by-notebook-id): In-page section heading. - [Create Kernel by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-kernel-by-notebook-id): In-page section heading. - [Create Trigger Execution by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-trigger-execution-by-notebook-id): In-page section heading. - [Execute scripts by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#execute-scripts-by-notebook-id): In-page section heading. - [Retrieve Executing by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-executing-by-notebook-id): In-page section heading. - [Retrieve Terminals by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-terminals-by-notebook-id): In-page section heading. - [Create Terminals by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-terminals-by-notebook-id): In-page section heading. - [Delete Terminals by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-terminals-by-notebook-id): In-page section heading. - [Modify Terminals by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-terminals-by-notebook-id): In-page section heading. - [Retrieve Notebooks](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebooks): In-page section heading. - [Create Notebooks](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-notebooks): In-page section heading. - [Create Bulk Link Use Case](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-bulk-link-use-case): In-page section heading. - [Retrieve Filter Options](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-filter-options): In-page section heading. - [Create From File](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-from-file): In-page section heading. - [Create From URL](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-from-url): In-page section heading. - [Get access control lists](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#get-access-control-lists): In-page section heading. - [Delete Notebooks by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-notebooks-by-notebook-id): In-page section heading. - [Retrieve Notebooks by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-notebooks-by-notebook-id_1): In-page section heading. - [Modify Notebooks by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-notebooks-by-notebook-id): In-page section heading. - [Modify Batch Clear Cells Execution Count by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-batch-clear-cells-execution-count-by-notebook-id): In-page section heading. - [Retrieve Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-cells-by-notebook-id_2): In-page section heading. - [Create Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-cells-by-notebook-id_1): In-page section heading. - [Modify Batch Clear Output by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-batch-clear-output-by-notebook-id): In-page section heading. - [Create Batch Create by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-batch-create-by-notebook-id): In-page section heading. - [Create Batch Delete by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-batch-delete-by-notebook-id): In-page section heading. - [Modify Batch Update Metadata by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-batch-update-metadata-by-notebook-id): In-page section heading. - [Modify Batch Update Sources by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-batch-update-sources-by-notebook-id): In-page section heading. - [Delete Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#delete-cells-by-notebook-id_1): In-page section heading. - [Modify Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-cells-by-notebook-id_1): In-page section heading. - [Modify Output by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-output-by-notebook-id): In-page section heading. - [Modify Reorder Cells by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-reorder-cells-by-notebook-id): In-page section heading. - [Get the notebook access control list by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#get-the-notebook-access-control-list-by-notebook-id): In-page section heading. - [Modify State by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#modify-state-by-notebook-id): In-page section heading. - [Create To Codespace by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#create-to-codespace-by-notebook-id): In-page section heading. - [Retrieve To File by notebook ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-to-file-by-notebook-id_1): In-page section heading. - [Retrieve Providers](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-providers): In-page section heading. - [Retrieve Repositories by authorization ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#retrieve-repositories-by-authorization-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#schemas): In-page section heading. - [APINotebookCellDisplayDataOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_APINotebookCellDisplayDataOutput): In-page section heading. - [APINotebookCellErrorOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_APINotebookCellErrorOutput): In-page section heading. - [APINotebookCellExecuteResultOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_APINotebookCellExecuteResultOutput): In-page section heading. - [APINotebookCellInputRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_APINotebookCellInputRequest): In-page section heading. - [APINotebookCellStreamOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_APINotebookCellStreamOutput): In-page section heading. - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_AccessControlV2): In-page section heading. - [ActionCreatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ActionCreatedResponse): In-page section heading. - [AnyCellSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_AnyCellSchema): In-page section heading. - [AssignNotebookKernelRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_AssignNotebookKernelRequest): In-page section heading. - [AwaitingInputState](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_AwaitingInputState): In-page section heading. - [BatchCellQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_BatchCellQuery): In-page section heading. - [BatchClearCellsOutputRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_BatchClearCellsOutputRequest): In-page section heading. - [BatchCreateCellsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_BatchCreateCellsRequest): In-page section heading. - [BatchDeleteCellsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_BatchDeleteCellsRequest): In-page section heading. - [BatchUpdateCellsMetadataRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_BatchUpdateCellsMetadataRequest): In-page section heading. - [BatchUpdateCellsSourcesRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_BatchUpdateCellsSourcesRequest): In-page section heading. - [BulkLinkNotebooksToUseCaseRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_BulkLinkNotebooksToUseCaseRequest): In-page section heading. - [CancelCellsExecutionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CancelCellsExecutionRequest): In-page section heading. - [CancelExecutionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CancelExecutionRequest): In-page section heading. - [CancelScheduledJobsQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CancelScheduledJobsQuery): In-page section heading. - [CellSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CellSchema): In-page section heading. - [CellVersionActionSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CellVersionActionSchema): In-page section heading. - [ClearCellOutputRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ClearCellOutputRequest): In-page section heading. - [CloneNotebookFromRevisionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CloneNotebookFromRevisionRequest): In-page section heading. - [CloneRepositorySchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CloneRepositorySchema): In-page section heading. - [ClonedNotebookResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ClonedNotebookResponse): In-page section heading. - [CodeCellSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CodeCellSchema): In-page section heading. - [CodeCompletionResultSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CodeCompletionResultSchema): In-page section heading. - [CodeCompletionSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CodeCompletionSchema): In-page section heading. - [CodeInspectionResultSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CodeInspectionResultSchema): In-page section heading. - [CodeInspectionSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CodeInspectionSchema): In-page section heading. - [CodeSnippet](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CodeSnippet): In-page section heading. - [ConvertToCodespaceRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ConvertToCodespaceRequest): In-page section heading. - [CopyFilesystemObjectRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CopyFilesystemObjectRequest): In-page section heading. - [CreateAndStartCodespaceSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateAndStartCodespaceSchema): In-page section heading. - [CreateCellRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateCellRequest): In-page section heading. - [CreateCellsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateCellsRequest): In-page section heading. - [CreateCellsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateCellsResponse): In-page section heading. - [CreateEnvironmentVariablesRequestSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateEnvironmentVariablesRequestSchema): In-page section heading. - [CreateFilesystemObjectRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateFilesystemObjectRequest): In-page section heading. - [CreateManualRunRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateManualRunRequest): In-page section heading. - [CreateNotebookCellSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateNotebookCellSchema): In-page section heading. - [CreateNotebookRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateNotebookRequest): In-page section heading. - [CreateNotebookRevisionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateNotebookRevisionRequest): In-page section heading. - [CreateScheduledJobRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateScheduledJobRequest): In-page section heading. - [CreateTerminalSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_CreateTerminalSchema): In-page section heading. - [DRFileMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DRFileMetadata): In-page section heading. - [DRFilesystemMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DRFilesystemMetadataResponse): In-page section heading. - [DataFrameEntrySchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DataFrameEntrySchema): In-page section heading. - [DataFrameResponseSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DataFrameResponseSchema): In-page section heading. - [DeleteFilesystemObjectsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DeleteFilesystemObjectsRequest): In-page section heading. - [DeleteScheduledJobQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DeleteScheduledJobQuery): In-page section heading. - [DirHierarchyObjectSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DirHierarchyObjectSchema): In-page section heading. - [DisplayDataOutputSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DisplayDataOutputSchema): In-page section heading. - [DownloadFilesystemObjectsQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DownloadFilesystemObjectsQuery): In-page section heading. - [DownloadFilesystemObjectsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_DownloadFilesystemObjectsRequest): In-page section heading. - [EntityLinkingSources](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EntityLinkingSources): In-page section heading. - [EntityLinkingWorkflows](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EntityLinkingWorkflows): In-page section heading. - [EnvironmentPublic](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EnvironmentPublic): In-page section heading. - [EnvironmentSupplementalMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EnvironmentSupplementalMetadata): In-page section heading. - [EnvironmentVariableResourceType](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EnvironmentVariableResourceType): In-page section heading. - [EnvironmentVariableSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EnvironmentVariableSchema): In-page section heading. - [EnvironmentVariablesResponseSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EnvironmentVariablesResponseSchema): In-page section heading. - [EphemeralSessionEntityType](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EphemeralSessionEntityType): In-page section heading. - [EphemeralSessionKey](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_EphemeralSessionKey): In-page section heading. - [ErrorOutputSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ErrorOutputSchema): In-page section heading. - [ExecuteCellsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecuteCellsRequest): In-page section heading. - [ExecuteCodeRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecuteCodeRequest): In-page section heading. - [ExecuteFileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecuteFileResponse): In-page section heading. - [ExecuteResultOutputSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecuteResultOutputSchema): In-page section heading. - [ExecutingFileData](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutingFileData): In-page section heading. - [ExecutingFilesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutingFilesResponse): In-page section heading. - [ExecutionEnvironmentAssignRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionEnvironmentAssignRequest): In-page section heading. - [ExecutionEnvironmentSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionEnvironmentSchema): In-page section heading. - [ExecutionEnvironmentUsageByNotebooks](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionEnvironmentUsageByNotebooks): In-page section heading. - [ExecutionEnvironmentUsageByNotebooksQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionEnvironmentUsageByNotebooksQuery): In-page section heading. - [ExecutionEnvironmentUsageByNotebooksResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionEnvironmentUsageByNotebooksResponse): In-page section heading. - [ExecutionEnvironmentVersionSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionEnvironmentVersionSchema): In-page section heading. - [ExecutionEnvironmentVersionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionEnvironmentVersionsResponse): In-page section heading. - [ExecutionEnvironmentsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionEnvironmentsResponse): In-page section heading. - [ExecutionStatusSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExecutionStatusSchema): In-page section heading. - [ExportNotebookQuerySchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExportNotebookQuerySchema): In-page section heading. - [ExposePortSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExposePortSchema): In-page section heading. - [ExposedPortListSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExposedPortListSchema): In-page section heading. - [ExposedPortSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ExposedPortSchema): In-page section heading. - [FilesystemObjectSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_FilesystemObjectSchema): In-page section heading. - [FilesystemObjectType](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_FilesystemObjectType): In-page section heading. - [FilesystemSortBy](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_FilesystemSortBy): In-page section heading. - [FilterOptionsQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_FilterOptionsQuery): In-page section heading. - [FilterOptionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_FilterOptionsResponse): In-page section heading. - [GetCellsQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_GetCellsQuery): In-page section heading. - [GetDataframeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_GetDataframeResponse): In-page section heading. - [GetFilesystemObjectMetadataRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_GetFilesystemObjectMetadataRequest): In-page section heading. - [GitCloneRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_GitCloneRequest): In-page section heading. - [GitCloneStatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_GitCloneStatusResponse): In-page section heading. - [GitProviderSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_GitProviderSchema): In-page section heading. - [GitRepositorySchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_GitRepositorySchema): In-page section heading. - [ImagePublic](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ImagePublic): In-page section heading. - [ImportNotebookFromUrlRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ImportNotebookFromUrlRequest): In-page section heading. - [ImportNotebookResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ImportNotebookResponse): In-page section heading. - [InputReplySchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_InputReplySchema): In-page section heading. - [InsertCellsSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_InsertCellsSchema): In-page section heading. - [InteractiveVariablesSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_InteractiveVariablesSchema): In-page section heading. - [JupyterCellMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_JupyterCellMetadata): In-page section heading. - [KernelExecutionStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_KernelExecutionStatus): In-page section heading. - [KernelSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_KernelSchema): In-page section heading. - [KernelSpecSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_KernelSpecSchema): In-page section heading. - [KernelSpecsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_KernelSpecsResponse): In-page section heading. - [KernelState](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_KernelState): In-page section heading. - [Language](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_Language): In-page section heading. - [ListCodeSnippetsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListCodeSnippetsResponse): In-page section heading. - [ListCodeSnippetsTagsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListCodeSnippetsTagsResponse): In-page section heading. - [ListDataFrameResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListDataFrameResponse): In-page section heading. - [ListDataframesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListDataframesResponse): In-page section heading. - [ListFilesystemObjectsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListFilesystemObjectsRequest): In-page section heading. - [ListFilesystemObjectsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListFilesystemObjectsResponse): In-page section heading. - [ListGitProvidersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListGitProvidersResponse): In-page section heading. - [ListGitRepositoriesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListGitRepositoriesResponse): In-page section heading. - [ListGitRepositoryQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListGitRepositoryQuery): In-page section heading. - [ListNotebookRevisionsQuerySchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListNotebookRevisionsQuerySchema): In-page section heading. - [ListNotebookRevisionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListNotebookRevisionsResponse): In-page section heading. - [ListNotebooksQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListNotebooksQuery): In-page section heading. - [ListNotebooksResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListNotebooksResponse): In-page section heading. - [ListScheduledJobQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListScheduledJobQuery): In-page section heading. - [ListScheduledRunsHistoryQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListScheduledRunsHistoryQuery): In-page section heading. - [ListSnippetsQuerySchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ListSnippetsQuerySchema): In-page section heading. - [Machine](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_Machine): In-page section heading. - [MachineStatuses](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_MachineStatuses): In-page section heading. - [MachinesPublic](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_MachinesPublic): In-page section heading. - [ManualRunTypes](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ManualRunTypes): In-page section heading. - [MarkdownCellSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_MarkdownCellSchema): In-page section heading. - [MoveCellRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_MoveCellRequest): In-page section heading. - [MoveFilesystemObjectRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_MoveFilesystemObjectRequest): In-page section heading. - [MultiNotebookOperationQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_MultiNotebookOperationQuery): In-page section heading. - [MultipleNotebooksSharedRole](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_MultipleNotebooksSharedRole): In-page section heading. - [NewEnvironmentVariableSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NewEnvironmentVariableSchema): In-page section heading. - [NewNotebookFileSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NewNotebookFileSchema): In-page section heading. - [NotebookActionSignature](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookActionSignature): In-page section heading. - [NotebookActivityRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookActivityRequest): In-page section heading. - [NotebookCellCommonSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCellCommonSchema): In-page section heading. - [NotebookCellDataRobotMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCellDataRobotMetadata): In-page section heading. - [NotebookCellExecData](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCellExecData): In-page section heading. - [NotebookCellMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCellMetadata): In-page section heading. - [NotebookCellSource](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCellSource): In-page section heading. - [NotebookCellSourceMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCellSourceMetadata): In-page section heading. - [NotebookCellsSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCellsSchema): In-page section heading. - [NotebookChartCellAxis](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookChartCellAxis): In-page section heading. - [NotebookChartCellAxisSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookChartCellAxisSettings): In-page section heading. - [NotebookChartCellMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookChartCellMetadata): In-page section heading. - [NotebookChartCellViewOptions](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookChartCellViewOptions): In-page section heading. - [NotebookCustomLlmMetricCellMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCustomLlmMetricCellMetadata): In-page section heading. - [NotebookCustomMetricCellMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookCustomMetricCellMetadata): In-page section heading. - [NotebookExecutionState](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookExecutionState): In-page section heading. - [NotebookExecutionStateSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookExecutionStateSchema): In-page section heading. - [NotebookFileSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookFileSchema): In-page section heading. - [NotebookOperationQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookOperationQuery): In-page section heading. - [NotebookOperationSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookOperationSchema): In-page section heading. - [NotebookPermission](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookPermission): In-page section heading. - [NotebookRevisionSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookRevisionSchema): In-page section heading. - [NotebookScheduleDefinition](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookScheduleDefinition): In-page section heading. - [NotebookScheduleJobsPaginated](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookScheduleJobsPaginated): In-page section heading. - [NotebookScheduledRun](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookScheduledRun): In-page section heading. - [NotebookScheduledRunsHistoryPaginated](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookScheduledRunsHistoryPaginated): In-page section heading. - [NotebookSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookSchema): In-page section heading. - [NotebookSessionSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookSessionSchema): In-page section heading. - [NotebookSessionSharedSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookSessionSharedSchema): In-page section heading. - [NotebookSessionStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookSessionStatus): In-page section heading. - [NotebookSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookSettings): In-page section heading. - [NotebookSharedRole](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookSharedRole): In-page section heading. - [NotebookSupplementalMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookSupplementalMetadata): In-page section heading. - [NotebookTimestampInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookTimestampInfo): In-page section heading. - [NotebookType](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookType): In-page section heading. - [NotebookTypeTransition](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookTypeTransition): In-page section heading. - [NotebookUserSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebookUserSchema): In-page section heading. - [NotebooksExecutionStateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebooksExecutionStateResponse): In-page section heading. - [NotebooksSharedRolesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_NotebooksSharedRolesListResponse): In-page section heading. - [OrderBy](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_OrderBy): In-page section heading. - [OutputStorageType](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_OutputStorageType): In-page section heading. - [OutputType](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_OutputType): In-page section heading. - [PaginatedDataframeQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_PaginatedDataframeQuery): In-page section heading. - [ReorderCellsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ReorderCellsRequest): In-page section heading. - [RequiredMetadataKey](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_RequiredMetadataKey): In-page section heading. - [RevisionActionSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_RevisionActionSchema): In-page section heading. - [RevisionSupplementalMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_RevisionSupplementalMetadata): In-page section heading. - [RunFileRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_RunFileRequest): In-page section heading. - [RunTypes](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_RunTypes): In-page section heading. - [RunnableCommandType](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_RunnableCommandType): In-page section heading. - [RunnerStatuses](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_RunnerStatuses): In-page section heading. - [RuntimeLanguage](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_RuntimeLanguage): In-page section heading. - [Schedule](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_Schedule): In-page section heading. - [ScheduledHistoryListOrderBy](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ScheduledHistoryListOrderBy): In-page section heading. - [ScheduledJobListOrderBy](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ScheduledJobListOrderBy): In-page section heading. - [ScheduledJobParam](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ScheduledJobParam): In-page section heading. - [ScheduledJobPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ScheduledJobPayload): In-page section heading. - [ScheduledJobQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_ScheduledJobQuery): In-page section heading. - [SessionType](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_SessionType): In-page section heading. - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_SharingListV2Response): In-page section heading. - [SortedPaginationQuerySchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_SortedPaginationQuerySchema): In-page section heading. - [SourceDestinationSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_SourceDestinationSchema): In-page section heading. - [StartKernelRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_StartKernelRequest): In-page section heading. - [StartNotebookSessionSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_StartNotebookSessionSchema): In-page section heading. - [StreamOutputSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_StreamOutputSchema): In-page section heading. - [SuccessResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_SuccessResponse): In-page section heading. - [SupportedCellTypes](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_SupportedCellTypes): In-page section heading. - [TerminalSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_TerminalSchema): In-page section heading. - [TerminalsResponseSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_TerminalsResponseSchema): In-page section heading. - [TriggeredNotebookExecutionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_TriggeredNotebookExecutionRequest): In-page section heading. - [UpdateCellRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateCellRequest): In-page section heading. - [UpdateCellsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateCellsRequest): In-page section heading. - [UpdateClientActivityRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateClientActivityRequest): In-page section heading. - [UpdateExposedPortSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateExposedPortSchema): In-page section heading. - [UpdateFilesystemObjectMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateFilesystemObjectMetadata): In-page section heading. - [UpdateFilesystemObjectsMetadataRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateFilesystemObjectsMetadataRequest): In-page section heading. - [UpdateNotebookCellSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateNotebookCellSchema): In-page section heading. - [UpdateNotebookRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateNotebookRequest): In-page section heading. - [UpdateNotebookRevisionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateNotebookRevisionRequest): In-page section heading. - [UpdateScheduledJobRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateScheduledJobRequest): In-page section heading. - [UpdateTerminalSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UpdateTerminalSchema): In-page section heading. - [UserFeatureFlags](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UserFeatureFlags): In-page section heading. - [UserInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_UserInfo): In-page section heading. - [VCSCommandStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_VCSCommandStatus): In-page section heading. - [VersionedNotebookSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/notebooks.html#tocS_VersionedNotebookSchema): In-page section heading. - [Notifications](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html): This page outlines how to manage notifications received by users. - [Notifications](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#notifications): In-page section heading. - [Create an entity notification channel](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#create-an-entity-notification-channel): In-page section heading. - [List notification channels related by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#list-notification-channels-related-by-relatedentitytype): In-page section heading. - [Delete an entity notification channel by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-an-entity-notification-channel-by-relatedentitytype): In-page section heading. - [Retrieve an entity notification channel by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-an-entity-notification-channel-by-relatedentitytype): In-page section heading. - [Update an entity notification channel by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#update-an-entity-notification-channel-by-relatedentitytype): In-page section heading. - [Create an entity notification policy](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#create-an-entity-notification-policy): In-page section heading. - [List entity notification policies by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#list-entity-notification-policies-by-relatedentitytype): In-page section heading. - [Delete an entity notification policy by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-an-entity-notification-policy-by-relatedentitytype): In-page section heading. - [Retrieve an entity notification policy by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-an-entity-notification-policy-by-relatedentitytype): In-page section heading. - [Update an entity notification policy by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#update-an-entity-notification-policy-by-relatedentitytype): In-page section heading. - [Create an entity notification policy](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#create-an-entity-notification-policy_1): In-page section heading. - [Create an entity notification policy template](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#create-an-entity-notification-policy-template): In-page section heading. - [List entity notification policy templates by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#list-entity-notification-policy-templates-by-relatedentitytype): In-page section heading. - [Delete an entity notification policy template by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-an-entity-notification-policy-template-by-relatedentitytype): In-page section heading. - [Retrieve an entity notification policy template by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-an-entity-notification-policy-template-by-relatedentitytype): In-page section heading. - [Update an entity notification policy template by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#update-an-entity-notification-policy-template-by-relatedentitytype): In-page section heading. - [Retrieve list of all policies that are created from this template and are visible by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-list-of-all-policies-that-are-created-from-this-template-and-are-visible-by-relatedentitytype): In-page section heading. - [Get the registered model access control list by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#get-the-registered-model-access-control-list-by-relatedentitytype): In-page section heading. - [Update the registered model controls by relatedentitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#update-the-registered-model-controls-by-relatedentitytype): In-page section heading. - [List notification channel templates](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#list-notification-channel-templates): In-page section heading. - [Create a notification channel template](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#create-a-notification-channel-template): In-page section heading. - [Delete a notification channel template by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-a-notification-channel-template-by-channel-id): In-page section heading. - [Retrieve a notification channel template by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-a-notification-channel-template-by-channel-id): In-page section heading. - [Update a notification channel template by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#update-a-notification-channel-template-by-channel-id): In-page section heading. - [Retrieve list of all policy templates that are using this channel and are visible by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-list-of-all-policy-templates-that-are-using-this-channel-and-are-visible-by-channel-id): In-page section heading. - [Retrieve list of all policies that are created from this template and are visible by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-list-of-all-policies-that-are-created-from-this-template-and-are-visible-by-channel-id): In-page section heading. - [Get the channel template access control list by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#get-the-channel-template-access-control-list-by-channel-id): In-page section heading. - [Update the channel template controls by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#update-the-channel-template-controls-by-channel-id): In-page section heading. - [List notification channels](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#list-notification-channels): In-page section heading. - [Create a notification channel](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#create-a-notification-channel): In-page section heading. - [Delete a notification channel by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-a-notification-channel-by-channel-id): In-page section heading. - [Retrieve a notification channel by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-a-notification-channel-by-channel-id): In-page section heading. - [Update a notification channel by channel ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#update-a-notification-channel-by-channel-id): In-page section heading. - [Send a 6-digit verification code](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#send-a-6-digit-verification-code): In-page section heading. - [Retrieve the status of whether the admin entered the code correctly](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-the-status-of-whether-the-admin-entered-the-code-correctly): In-page section heading. - [The list of event types and groups the user can include](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#the-list-of-event-types-and-groups-the-user-can-include): In-page section heading. - [List the notification logs](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#list-the-notification-logs): In-page section heading. - [List notification policies](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#list-notification-policies): In-page section heading. - [Create a notification policy](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#create-a-notification-policy): In-page section heading. - [Delete a notification policy by policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-a-notification-policy-by-policy-id): In-page section heading. - [Retrieve a notification policy by policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-a-notification-policy-by-policy-id): In-page section heading. - [Update a notification policy by policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#update-a-notification-policy-by-policy-id): In-page section heading. - [The list of the ignored notifications filtered by org ID if provided](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#the-list-of-the-ignored-notifications-filtered-by-org-id-if-provided): In-page section heading. - [Create a new ignored notification](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#create-a-new-ignored-notification): In-page section heading. - [Delete the existing notification policy mute by mute ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-the-existing-notification-policy-mute-by-mute-id): In-page section heading. - [Test the webhook notification channel](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#test-the-webhook-notification-channel): In-page section heading. - [Retrieve the status of the notification channel test by notification ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#retrieve-the-status-of-the-notification-channel-test-by-notification-id): In-page section heading. - [Resend the notification](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#resend-the-notification): In-page section heading. - [Post a remote deployment event](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#post-a-remote-deployment-event): In-page section heading. - [Delete all user notifications](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-all-user-notifications): In-page section heading. - [The list of user notifications](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#the-list-of-user-notifications): In-page section heading. - [Mark all as read](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#mark-all-as-read): In-page section heading. - [Delete user notification by user notification ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#delete-user-notification-by-user-notification-id): In-page section heading. - [Mark as read by user notification ID](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#mark-as-read-by-user-notification-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#schemas): In-page section heading. - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_AccessControlV2): In-page section heading. - [ChannelCreatedByResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_ChannelCreatedByResponse): In-page section heading. - [ChannelDREntity](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_ChannelDREntity): In-page section heading. - [CreateRemoteEventResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_CreateRemoteEventResponse): In-page section heading. - [CreatedByResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_CreatedByResponse): In-page section heading. - [CustomerHeader](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_CustomerHeader): In-page section heading. - [DREntity](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_DREntity): In-page section heading. - [EntityNotificationChannel](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationChannel): In-page section heading. - [EntityNotificationChannelCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationChannelCreate): In-page section heading. - [EntityNotificationChannelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationChannelResponse): In-page section heading. - [EntityNotificationChannelsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationChannelsListResponse): In-page section heading. - [EntityNotificationPoliciesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPoliciesListResponse): In-page section heading. - [EntityNotificationPoliciesTemplatesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPoliciesTemplatesListResponse): In-page section heading. - [EntityNotificationPolicyCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyCreate): In-page section heading. - [EntityNotificationPolicyCreateFromTemplate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyCreateFromTemplate): In-page section heading. - [EntityNotificationPolicyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyResponse): In-page section heading. - [EntityNotificationPolicyTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyTemplateCreate): In-page section heading. - [EntityNotificationPolicyTemplateRelatedPoliciesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyTemplateRelatedPoliciesListResponse): In-page section heading. - [EntityNotificationPolicyTemplateRelatedPolicyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyTemplateRelatedPolicyResponse): In-page section heading. - [EntityNotificationPolicyTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyTemplateResponse): In-page section heading. - [EntityNotificationPolicyTemplateUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyTemplateUpdate): In-page section heading. - [EntityNotificationPolicyUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EntityNotificationPolicyUpdate): In-page section heading. - [EventGroup](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EventGroup): In-page section heading. - [EventGroupResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EventGroupResponse): In-page section heading. - [EventResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EventResponse): In-page section heading. - [EventType](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_EventType): In-page section heading. - [ExternalNaNPredictionsEventData](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_ExternalNaNPredictionsEventData): In-page section heading. - [FailedInviteData](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_FailedInviteData): In-page section heading. - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_GrantAccessControlWithId): In-page section heading. - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_GrantAccessControlWithUsername): In-page section heading. - [InviteJobNotificationData](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_InviteJobNotificationData): In-page section heading. - [ModerationData](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_ModerationData): In-page section heading. - [NotificationChannel](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannel): In-page section heading. - [NotificationChannelCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelCreate): In-page section heading. - [NotificationChannelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelResponse): In-page section heading. - [NotificationChannelTempPolicyTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelTempPolicyTemplateResponse): In-page section heading. - [NotificationChannelTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelTemplateCreate): In-page section heading. - [NotificationChannelTemplateRelatedPoliciesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelTemplateRelatedPoliciesListResponse): In-page section heading. - [NotificationChannelTemplateRelatedPolicyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelTemplateRelatedPolicyResponse): In-page section heading. - [NotificationChannelTemplateRelatedPolicyTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelTemplateRelatedPolicyTemplateListResponse): In-page section heading. - [NotificationChannelTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelTemplateResponse): In-page section heading. - [NotificationChannelTemplatesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelTemplatesListResponse): In-page section heading. - [NotificationChannelUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelUpdate): In-page section heading. - [NotificationChannelWithDREntityUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelWithDREntityUpdate): In-page section heading. - [NotificationChannelsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationChannelsListResponse): In-page section heading. - [NotificationEmailChannelVerification](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationEmailChannelVerification): In-page section heading. - [NotificationEmailChannelVerificationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationEmailChannelVerificationResponse): In-page section heading. - [NotificationEmailChannelVerificationStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationEmailChannelVerificationStatus): In-page section heading. - [NotificationEmailChannelVerificationStatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationEmailChannelVerificationStatusResponse): In-page section heading. - [NotificationEventListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationEventListResponse): In-page section heading. - [NotificationLog](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationLog): In-page section heading. - [NotificationLogListDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationLogListDataResponse): In-page section heading. - [NotificationLogListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationLogListResponse): In-page section heading. - [NotificationPoliciesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationPoliciesListResponse): In-page section heading. - [NotificationPolicyCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationPolicyCreate): In-page section heading. - [NotificationPolicyMuteCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationPolicyMuteCreate): In-page section heading. - [NotificationPolicyMuteListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationPolicyMuteListResponse): In-page section heading. - [NotificationPolicyMuteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationPolicyMuteResponse): In-page section heading. - [NotificationPolicyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationPolicyResponse): In-page section heading. - [NotificationPolicyUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationPolicyUpdate): In-page section heading. - [NotificationResend](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationResend): In-page section heading. - [NotificationWebhookChannelStatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationWebhookChannelStatusResponse): In-page section heading. - [NotificationWebhookChannelTestCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationWebhookChannelTestCreate): In-page section heading. - [NotificationWebhookChannelTestId](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_NotificationWebhookChannelTestId): In-page section heading. - [PredictionRemoteEventData](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_PredictionRemoteEventData): In-page section heading. - [RemoteEventCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_RemoteEventCreate): In-page section heading. - [RemoteEventData](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_RemoteEventData): In-page section heading. - [RequestNotification](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_RequestNotification): In-page section heading. - [ResponseNotification](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_ResponseNotification): In-page section heading. - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_SharedRolesUpdate): In-page section heading. - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_SharingListV2Response): In-page section heading. - [SpoolerChannelEventData](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_SpoolerChannelEventData): In-page section heading. - [SuccessfulInviteData](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_SuccessfulInviteData): In-page section heading. - [UserNotificationListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_UserNotificationListResponse): In-page section heading. - [UserNotificationRelatedCommentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_UserNotificationRelatedCommentResponse): In-page section heading. - [UserNotificationRelatedDeploymentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_UserNotificationRelatedDeploymentResponse): In-page section heading. - [UserNotificationRelatedProjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_UserNotificationRelatedProjectResponse): In-page section heading. - [UserNotificationRelatedSecureConfigResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_UserNotificationRelatedSecureConfigResponse): In-page section heading. - [UserNotificationRelatedUserResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_UserNotificationRelatedUserResponse): In-page section heading. - [UserNotificationRelatedUsersDeleteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_UserNotificationRelatedUsersDeleteResponse): In-page section heading. - [UserNotificationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/notifications.html#tocS_UserNotificationResponse): In-page section heading. - [OAuth providers](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html): OAuth Providers Service API enables management of external OAuth providers allowing DataRobot users to connect their workflows with external provider resources. - [OAuth providers](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#oauth-providers): In-page section heading. - [Delete OAuth Provider Authorization by authorized provider ID](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#delete-oauth-provider-authorization-by-authorized-provider-id): In-page section heading. - [Acquire OAuth Provider Authorization's Access Token by authorized provider ID](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#acquire-oauth-provider-authorizations-access-token-by-authorized-provider-id): In-page section heading. - [Get User Information by authorized provider ID](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#get-user-information-by-authorized-provider-id): In-page section heading. - [Get OAuth Provider Job by job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#get-oauth-provider-job-by-job-id): In-page section heading. - [List OAuth Providers](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#list-oauth-providers): In-page section heading. - [Create OAuth Provider](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#create-oauth-provider): In-page section heading. - [OAuth Provider Callback](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#oauth-provider-callback): In-page section heading. - [Delete OAuth Provider by provider ID](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#delete-oauth-provider-by-provider-id): In-page section heading. - [Get OAuth Provider by provider ID](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#get-oauth-provider-by-provider-id): In-page section heading. - [Update OAuth Provider by provider ID](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#update-oauth-provider-by-provider-id): In-page section heading. - [Authorize OAuth Provider by provider ID](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#authorize-oauth-provider-by-provider-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#schemas): In-page section heading. - [handler.AuthorizeProviderResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_handler.AuthorizeProviderResponse): In-page section heading. - [handler.CallbackResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_handler.CallbackResponse): In-page section heading. - [handler.DeleteOAuthProviderResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_handler.DeleteOAuthProviderResponse): In-page section heading. - [handler.GetAccessTokenResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_handler.GetAccessTokenResponse): In-page section heading. - [handler.ListOAuthProvidersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_handler.ListOAuthProvidersResponse): In-page section heading. - [handler.OAuthCallbackRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_handler.OAuthCallbackRequest): In-page section heading. - [handler.jobStatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_handler.jobStatusResponse): In-page section heading. - [handler.keyValue](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_handler.keyValue): In-page section heading. - [httpres.ErrorField](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_httpres.ErrorField): In-page section heading. - [httpres.ErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_httpres.ErrorResponse): In-page section heading. - [models.AuthorizedProvider](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_models.AuthorizedProvider): In-page section heading. - [models.AuthzStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_models.AuthzStatus): In-page section heading. - [models.JobStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_models.JobStatus): In-page section heading. - [models.JobType](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_models.JobType): In-page section heading. - [models.OAuthProvider](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_models.OAuthProvider): In-page section heading. - [models.ProviderMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_models.ProviderMetadata): In-page section heading. - [oauth.User](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_oauth.User): In-page section heading. - [oauthprovider.Status](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_oauthprovider.Status): In-page section heading. - [oauthprovider.Type](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_oauthprovider.Type): In-page section heading. - [provider.CreateProviderRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_provider.CreateProviderRequest): In-page section heading. - [provider.UpdateProviderRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/oauth_providers.html#tocS_provider.UpdateProviderRequest): In-page section heading. - [Accuracy](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html): Use the endpoints described below to manage accuracy. Accuracy allows you to analyze the performance of model deployments over time using standard statistical measures and exportable visualizations... - [Accuracy](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#accuracy): In-page section heading. - [Retrieve accuracy metric by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#retrieve-accuracy-metric-by-deployment-id): In-page section heading. - [Endpoint by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#endpoint-by-deployment-id): In-page section heading. - [Update deployment accuracy metrics settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#update-deployment-accuracy-metrics-settings-by-deployment-id): In-page section heading. - [Accuracy over batch by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#accuracy-over-batch-by-deployment-id): In-page section heading. - [Retrieve accuracy over space by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#retrieve-accuracy-over-space-by-deployment-id): In-page section heading. - [Retrieve accuracy over time by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#retrieve-accuracy-over-time-by-deployment-id): In-page section heading. - [Retrieve metrics about predictions and actuals, such as mean predicted & actual value, predicted & by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#retrieve-metrics-about-predictions-and-actuals-such-as-mean-predicted-actual-value-predicted-by-deployment-id): In-page section heading. - [Retrieve predictions vs by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#retrieve-predictions-vs-by-deployment-id): In-page section heading. - [Retrieve predictions vs actuals over time info by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#retrieve-predictions-vs-actuals-over-time-info-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#schemas): In-page section heading. - [AccuracyBatchBaselineBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyBatchBaselineBucket): In-page section heading. - [AccuracyBatchBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyBatchBucket): In-page section heading. - [AccuracyLegacyTimeBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyLegacyTimeBucket): In-page section heading. - [AccuracyMetric](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyMetric): In-page section heading. - [AccuracyMetricList](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyMetricList): In-page section heading. - [AccuracyMetricUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyMetricUpdate): In-page section heading. - [AccuracyOverBatchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyOverBatchResponse): In-page section heading. - [AccuracyOverSpaceBaselineBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyOverSpaceBaselineBucket): In-page section heading. - [AccuracyOverSpaceBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyOverSpaceBucket): In-page section heading. - [AccuracyOverSpaceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyOverSpaceResponse): In-page section heading. - [AccuracyOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyOverTimeResponse): In-page section heading. - [AccuracyPerClass](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyPerClass): In-page section heading. - [AccuracyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyResponse): In-page section heading. - [AccuracyTimeBaselineBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyTimeBaselineBucket): In-page section heading. - [AccuracyTimeBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_AccuracyTimeBucket): In-page section heading. - [ActualClassDistribution](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_ActualClassDistribution): In-page section heading. - [BatchPeriod](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_BatchPeriod): In-page section heading. - [PredictedClassDistribution](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictedClassDistribution): In-page section heading. - [PredictionsVsActualsBaseline](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictionsVsActualsBaseline): In-page section heading. - [PredictionsVsActualsBatchBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictionsVsActualsBatchBucket): In-page section heading. - [PredictionsVsActualsOverBatchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictionsVsActualsOverBatchResponse): In-page section heading. - [PredictionsVsActualsOverSpaceBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictionsVsActualsOverSpaceBucket): In-page section heading. - [PredictionsVsActualsOverSpaceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictionsVsActualsOverSpaceResponse): In-page section heading. - [PredictionsVsActualsOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictionsVsActualsOverTimeResponse): In-page section heading. - [PredictionsVsActualsSummaryBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictionsVsActualsSummaryBucket): In-page section heading. - [PredictionsVsActualsTimeBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_PredictionsVsActualsTimeBucket): In-page section heading. - [TimeRange](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_accuracy.html#tocS_TimeRange): In-page section heading. - [Batch monitoring](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html): Use the endpoints described below to manage batch monitoring. You can view monitoring statistics organized by batch, instead of by time, with batch-enabled deployments. To do this, you can create b... - [Batch monitoring](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#batch-monitoring): In-page section heading. - [Get the limits related by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#get-the-limits-related-by-deployment-id): In-page section heading. - [List monitoring batches by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#list-monitoring-batches-by-deployment-id): In-page section heading. - [Create a monitoring batch by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#create-a-monitoring-batch-by-deployment-id): In-page section heading. - [Delete a monitoring batch by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#delete-a-monitoring-batch-by-deployment-id): In-page section heading. - [Retrieve a monitoring batch by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#retrieve-a-monitoring-batch-by-deployment-id): In-page section heading. - [Update a monitoring batch by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#update-a-monitoring-batch-by-deployment-id): In-page section heading. - [List information about models that have data by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#list-information-about-models-that-have-data-by-deployment-id): In-page section heading. - [Get information about a model that has data by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#get-information-about-a-model-that-has-data-by-deployment-id): In-page section heading. - [Update information about model data by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#update-information-about-model-data-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#schemas): In-page section heading. - [MonitoringBatch](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#tocS_MonitoringBatch): In-page section heading. - [MonitoringBatchCreateUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#tocS_MonitoringBatchCreateUpdate): In-page section heading. - [MonitoringBatchCreator](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#tocS_MonitoringBatchCreator): In-page section heading. - [MonitoringBatchListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#tocS_MonitoringBatchListResponse): In-page section heading. - [MonitoringBatchModel](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#tocS_MonitoringBatchModel): In-page section heading. - [MonitoringBatchModelListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#tocS_MonitoringBatchModelListResponse): In-page section heading. - [MonitoringBatchModelUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#tocS_MonitoringBatchModelUpdate): In-page section heading. - [MonitoringBatchServiceHealth](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_batch_monitoring.html#tocS_MonitoringBatchServiceHealth): In-page section heading. - [Bias and fairness](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_bias_fairness.html): Use the endpoints described below to manage Bias and Fairness. Bias and Fairness testing provides methods to calculate fairness for a binary classification model and attempt to identify any biases ... - [Bias and fairness](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_bias_fairness.html#bias-and-fairness): In-page section heading. - [Retrieve fairness over time info of the deployment by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_bias_fairness.html#retrieve-fairness-over-time-info-of-the-deployment-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_bias_fairness.html#schemas): In-page section heading. - [FairnessOverTimeBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_bias_fairness.html#tocS_FairnessOverTimeBucket): In-page section heading. - [FairnessOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_bias_fairness.html#tocS_FairnessOverTimeResponse): In-page section heading. - [FairnessOverTimeScore](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_bias_fairness.html#tocS_FairnessOverTimeScore): In-page section heading. - [TimeRange](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_bias_fairness.html#tocS_TimeRange): In-page section heading. - [Actuals configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html): Use the endpoints described below to manage deployment configuration. Configure capabilities of your current deployment based on the data provided, for example, training data, prediction data, or a... - [Actuals configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#actuals-configuration): In-page section heading. - [Submit actuals values by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#submit-actuals-values-by-deployment-id): In-page section heading. - [Create a actuals from a JSON](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#create-a-actuals-from-a-json): In-page section heading. - [Endpoint by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#endpoint-by-deployment-id): In-page section heading. - [Retrieve Segment attributes by id](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#retrieve-segment-attributes-by-id): In-page section heading. - [Retrieve Segment values by id](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#retrieve-segment-values-by-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#schemas): In-page section heading. - [Actual](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#tocS_Actual): In-page section heading. - [DeploymentActuals](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#tocS_DeploymentActuals): In-page section heading. - [DeploymentDatasetCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#tocS_DeploymentDatasetCreate): In-page section heading. - [MonitoringDataDeletePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#tocS_MonitoringDataDeletePayload): In-page section heading. - [SegmentAttributesRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#tocS_SegmentAttributesRetrieveResponse): In-page section heading. - [SegmentValue](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#tocS_SegmentValue): In-page section heading. - [SegmentValuesRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_configuration.html#tocS_SegmentValuesRetrieveResponse): In-page section heading. - [Custom metrics](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html): Use the endpoints described below to manage custom metrics. Use the data you collect from data exploration (or data calculated through other custom metrics) to compute and monitor custom business o... - [Custom metrics](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#custom-metrics): In-page section heading. - [Creates a custom job](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#creates-a-custom-job): In-page section heading. - [List all of the custom metrics associated by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#list-all-of-the-custom-metrics-associated-by-custom-job-id): In-page section heading. - [Delete a custom metric associated by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#delete-a-custom-metric-associated-by-custom-job-id): In-page section heading. - [Update custom metric associated by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#update-custom-metric-associated-by-custom-job-id): In-page section heading. - [Retrieve a template by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-a-template-by-custom-job-id): In-page section heading. - [Updates a template by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#updates-a-template-by-custom-job-id): In-page section heading. - [Creates a template by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#creates-a-template-by-custom-job-id): In-page section heading. - [Retrieve a list of custom metrics by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-a-list-of-custom-metrics-by-deployment-id): In-page section heading. - [Create a deployment custom metric by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#create-a-deployment-custom-metric-by-deployment-id): In-page section heading. - [Bulk upload custom metric values by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#bulk-upload-custom-metric-values-by-deployment-id): In-page section heading. - [Create a custom metrics from a custom job](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#create-a-custom-metrics-from-a-custom-job): In-page section heading. - [Delete a custom metric by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#delete-a-custom-metric-by-deployment-id): In-page section heading. - [Retrieve a single custom metric metadata by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-a-single-custom-metric-metadata-by-deployment-id): In-page section heading. - [Update given custom metric settings by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#update-given-custom-metric-settings-by-deployment-id): In-page section heading. - [Retrieve the summary of deployment batch custom metric by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-the-summary-of-deployment-batch-custom-metric-by-deployment-id): In-page section heading. - [Upload custom metric values by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#upload-custom-metric-values-by-deployment-id): In-page section heading. - [Create a custom metrics from a JSON](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#create-a-custom-metrics-from-a-json): In-page section heading. - [Retrieve the summary of deployment custom metric by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-the-summary-of-deployment-custom-metric-by-deployment-id): In-page section heading. - [Retrieve custom metric values over batch by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-custom-metric-values-over-batch-by-deployment-id): In-page section heading. - [Retrieve custom metric values over space by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-custom-metric-values-over-space-by-deployment-id): In-page section heading. - [Retrieve custom metric values over time by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-custom-metric-values-over-time-by-deployment-id): In-page section heading. - [Retrieve the bulk summary of deployment batch custom metrics by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-the-bulk-summary-of-deployment-batch-custom-metrics-by-deployment-id): In-page section heading. - [Retrieve the bulk summary of deployment custom metrics by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#retrieve-the-bulk-summary-of-deployment-custom-metrics-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#schemas): In-page section heading. - [AssociationIdField](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_AssociationIdField): In-page section heading. - [BatchField](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_BatchField): In-page section heading. - [BucketBatch](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_BucketBatch): In-page section heading. - [BulkMetricInputValueBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_BulkMetricInputValueBucket): In-page section heading. - [BulkMetricValuesPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_BulkMetricValuesPayload): In-page section heading. - [CustomJobCustomMetricUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomJobCustomMetricUpdate): In-page section heading. - [CustomJobFromGalleryTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomJobFromGalleryTemplateCreate): In-page section heading. - [CustomJobResources](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomJobResources): In-page section heading. - [CustomJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomJobResponse): In-page section heading. - [CustomMetricBatchSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricBatchSummary): In-page section heading. - [CustomMetricCategory](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricCategory): In-page section heading. - [CustomMetricCategorySummary](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricCategorySummary): In-page section heading. - [CustomMetricDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricDetails): In-page section heading. - [CustomMetricOverSpaceBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricOverSpaceBucket): In-page section heading. - [CustomMetricSegment](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricSegment): In-page section heading. - [CustomMetricSegmentDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricSegmentDataset): In-page section heading. - [CustomMetricSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricSummary): In-page section heading. - [CustomMetricsBulkBatchSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricsBulkBatchSummary): In-page section heading. - [CustomMetricsBulkSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_CustomMetricsBulkSummary): In-page section heading. - [Deployment](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_Deployment): In-page section heading. - [GeospatialCoordinateField](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_GeospatialCoordinateField): In-page section heading. - [HostedCustomMetricTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_HostedCustomMetricTemplateCreate): In-page section heading. - [HostedCustomMetricTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_HostedCustomMetricTemplateResponse): In-page section heading. - [HostedCustomMetricTemplateUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_HostedCustomMetricTemplateUpdate): In-page section heading. - [MetadataField](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetadataField): In-page section heading. - [MetricBaselineValue](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricBaselineValue): In-page section heading. - [MetricCategory](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricCategory): In-page section heading. - [MetricCreateFromCustomJob](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricCreateFromCustomJob): In-page section heading. - [MetricCreateFromCustomJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricCreateFromCustomJobResponse): In-page section heading. - [MetricCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricCreatePayload): In-page section heading. - [MetricCreatedBy](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricCreatedBy): In-page section heading. - [MetricEntity](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricEntity): In-page section heading. - [MetricInputValueBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricInputValueBucket): In-page section heading. - [MetricListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricListResponse): In-page section heading. - [MetricPeriodBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricPeriodBucket): In-page section heading. - [MetricSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricSummary): In-page section heading. - [MetricTimestampSpoofing](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricTimestampSpoofing): In-page section heading. - [MetricUpdatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricUpdatePayload): In-page section heading. - [MetricValuesFromDatasetPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricValuesFromDatasetPayload): In-page section heading. - [MetricValuesFromJSONPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricValuesFromJSONPayload): In-page section heading. - [MetricValuesOverBatchBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricValuesOverBatchBucket): In-page section heading. - [MetricValuesOverBatchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricValuesOverBatchResponse): In-page section heading. - [MetricValuesOverSpaceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricValuesOverSpaceResponse): In-page section heading. - [MetricValuesOverTimeBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricValuesOverTimeBucket): In-page section heading. - [MetricValuesOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricValuesOverTimeResponse): In-page section heading. - [MetricValuesOverTimeSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_MetricValuesOverTimeSummary): In-page section heading. - [RuntimeParameterUnified](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_RuntimeParameterUnified): In-page section heading. - [SampleCountField](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_SampleCountField): In-page section heading. - [Schedule](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_Schedule): In-page section heading. - [ValueField](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_ValueField): In-page section heading. - [WorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_custom_metrics.html#tocS_WorkspaceItemResponse): In-page section heading. - [Data exports](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html): Use the endpoints described below to manage data exploration. Use the data you collect from data exploration tab (or data calculated through other custom metrics) to compute and monitor custom busi... - [Data exports](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#data-exports): In-page section heading. - [Retrieve a list of asynchronous actuals data exports by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#retrieve-a-list-of-asynchronous-actuals-data-exports-by-deployment-id): In-page section heading. - [Create a deployment actuals data export by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#create-a-deployment-actuals-data-export-by-deployment-id): In-page section heading. - [Delete an actual export by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#delete-an-actual-export-by-deployment-id): In-page section heading. - [Retrieve a single actuals data export by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#retrieve-a-single-actuals-data-export-by-deployment-id): In-page section heading. - [Update actuals data export by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#update-actuals-data-export-by-deployment-id): In-page section heading. - [Retrieve metadata of the data by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#retrieve-metadata-of-the-data-by-deployment-id): In-page section heading. - [A list prediction data exports by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#a-list-prediction-data-exports-by-deployment-id): In-page section heading. - [Create a deployment prediction data export by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#create-a-deployment-prediction-data-export-by-deployment-id): In-page section heading. - [Retrieve a single prediction data export by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#retrieve-a-single-prediction-data-export-by-deployment-id): In-page section heading. - [Update prediction data export by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#update-prediction-data-export-by-deployment-id): In-page section heading. - [Retrieve predictions results by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#retrieve-predictions-results-by-deployment-id): In-page section heading. - [The list of training data exports by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#the-list-of-training-data-exports-by-deployment-id): In-page section heading. - [Create a deployment training data export by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#create-a-deployment-training-data-export-by-deployment-id): In-page section heading. - [Retrieve details by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#retrieve-details-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#schemas): In-page section heading. - [ActualsCreatedBy](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ActualsCreatedBy): In-page section heading. - [ActualsDataEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ActualsDataEntry): In-page section heading. - [ActualsDataExportEntity](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ActualsDataExportEntity): In-page section heading. - [ActualsDataTimeRange](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ActualsDataTimeRange): In-page section heading. - [ActualsDataUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ActualsDataUpdate): In-page section heading. - [ActualsError](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ActualsError): In-page section heading. - [ActualsExportCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ActualsExportCreatePayload): In-page section heading. - [ActualsExportListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ActualsExportListResponse): In-page section heading. - [ContextItem](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ContextItem): In-page section heading. - [DataQualityItem](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_DataQualityItem): In-page section heading. - [DataQualityResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_DataQualityResponse): In-page section heading. - [ExportCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ExportCreatePayload): In-page section heading. - [ExportEntity](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ExportEntity): In-page section heading. - [ExportError](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_ExportError): In-page section heading. - [MetricValue](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_MetricValue): In-page section heading. - [PredictionDataBatch](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_PredictionDataBatch): In-page section heading. - [PredictionDataEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_PredictionDataEntry): In-page section heading. - [PredictionDataTimeRange](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_PredictionDataTimeRange): In-page section heading. - [PredictionDataUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_PredictionDataUpdate): In-page section heading. - [PredictionExportListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_PredictionExportListResponse): In-page section heading. - [PredictionResultResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_PredictionResultResponse): In-page section heading. - [PredictionResultsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_PredictionResultsListResponse): In-page section heading. - [TrainingDataEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_TrainingDataEntry): In-page section heading. - [TrainingDataExportCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_TrainingDataExportCreatePayload): In-page section heading. - [TrainingDataExportEntity](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_TrainingDataExportEntity): In-page section heading. - [TrainingDataExportListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_data_exploration.html#tocS_TrainingDataExportListResponse): In-page section heading. - [Data drift](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html): Use the endpoints described below to manage drift. When deploying a model, there is a chance that the dataset used for training and validation differs from the prediction data. DataRobot monitors b... - [Data drift](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#data-drift): In-page section heading. - [Retrieve feature drift scores by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#retrieve-feature-drift-scores-by-deployment-id): In-page section heading. - [Retrieve drift over batch info by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#retrieve-drift-over-batch-info-by-deployment-id): In-page section heading. - [Retrieve feature drift scores over space through geospatial monitoring by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#retrieve-feature-drift-scores-over-space-through-geospatial-monitoring-by-deployment-id): In-page section heading. - [Retrieve drift over time info by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#retrieve-drift-over-time-info-by-deployment-id): In-page section heading. - [Retrieve prediction metadata over batches by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#retrieve-prediction-metadata-over-batches-by-deployment-id): In-page section heading. - [Retrieve predictions stats over space through geospatial monitoring by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#retrieve-predictions-stats-over-space-through-geospatial-monitoring-by-deployment-id): In-page section heading. - [Retrieve metrics about predictions over time by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#retrieve-metrics-about-predictions-over-time-by-deployment-id): In-page section heading. - [Retrieve target drift by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#retrieve-target-drift-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#schemas): In-page section heading. - [ClassDistribution](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_ClassDistribution): In-page section heading. - [DriftBatch](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_DriftBatch): In-page section heading. - [FeatureDrift](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDrift): In-page section heading. - [FeatureDriftOverBatchBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftOverBatchBucket): In-page section heading. - [FeatureDriftOverBatchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftOverBatchResponse): In-page section heading. - [FeatureDriftOverSpaceBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftOverSpaceBucket): In-page section heading. - [FeatureDriftOverSpaceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftOverSpaceResponse): In-page section heading. - [FeatureDriftOverTimeBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftOverTimeBucket): In-page section heading. - [FeatureDriftOverTimeFeature](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftOverTimeFeature): In-page section heading. - [FeatureDriftOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftOverTimeResponse): In-page section heading. - [FeatureDriftOverTimeSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftOverTimeSummary): In-page section heading. - [FeatureDriftResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_FeatureDriftResponse): In-page section heading. - [GeoPoint](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_GeoPoint): In-page section heading. - [MeanProbability](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_MeanProbability): In-page section heading. - [Percentile](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_Percentile): In-page section heading. - [PredictionsOverBatchBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_PredictionsOverBatchBucket): In-page section heading. - [PredictionsOverBatchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_PredictionsOverBatchResponse): In-page section heading. - [PredictionsOverSpaceBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_PredictionsOverSpaceBucket): In-page section heading. - [PredictionsOverSpaceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_PredictionsOverSpaceResponse): In-page section heading. - [PredictionsOverTimeBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_PredictionsOverTimeBucket): In-page section heading. - [PredictionsOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_PredictionsOverTimeResponse): In-page section heading. - [TargetBaseline](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_TargetBaseline): In-page section heading. - [TargetDriftResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_TargetDriftResponse): In-page section heading. - [TimeRange](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_drift.html#tocS_TimeRange): In-page section heading. - [Service health](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html): Use the endpoints described below to manage service health. Service health tracks metrics about a deployment's ability to respond to prediction requests quickly and reliably. This helps identify bo... - [Service health](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#service-health): In-page section heading. - [Retrieve service health metrics by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#retrieve-service-health-metrics-by-deployment-id): In-page section heading. - [Retrieve service stats by id](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#retrieve-service-stats-by-id): In-page section heading. - [Retrieve service health metric over batch by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#retrieve-service-health-metric-over-batch-by-deployment-id): In-page section heading. - [Retrieve service health metric over time by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#retrieve-service-health-metric-over-time-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#schemas): In-page section heading. - [Batch](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_Batch): In-page section heading. - [ServiceStatsForBatchRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_ServiceStatsForBatchRetrieveResponse): In-page section heading. - [ServiceStatsForTimeRangeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_ServiceStatsForTimeRangeResponse): In-page section heading. - [ServiceStatsMetricsForBatch](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_ServiceStatsMetricsForBatch): In-page section heading. - [ServiceStatsMetricsForTimeRange](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_ServiceStatsMetricsForTimeRange): In-page section heading. - [ServiceStatsOverBatchBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_ServiceStatsOverBatchBucket): In-page section heading. - [ServiceStatsOverBatchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_ServiceStatsOverBatchResponse): In-page section heading. - [ServiceStatsOverTimeBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_ServiceStatsOverTimeBucket): In-page section heading. - [ServiceStatsOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_ServiceStatsOverTimeResponse): In-page section heading. - [TimeRange](https://docs.datarobot.com/en/docs/api/reference/public-api/observability_service_health.html#tocS_TimeRange): In-page section heading. - [Real-time predictions](https://docs.datarobot.com/en/docs/api/reference/public-api/predictions_info.html): Use the endpoints described below to manage predictions information. - [Real-time predictions](https://docs.datarobot.com/en/docs/api/reference/public-api/predictions_info.html#real-time-predictions): In-page section heading. - [List prediction servers](https://docs.datarobot.com/en/docs/api/reference/public-api/predictions_info.html#list-prediction-servers): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/predictions_info.html#schemas): In-page section heading. - [BatchPredictionStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/predictions_info.html#tocS_BatchPredictionStatus): In-page section heading. - [PredictionServerListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/predictions_info.html#tocS_PredictionServerListResponse): In-page section heading. - [PredictionServerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/predictions_info.html#tocS_PredictionServerResponse): In-page section heading. - [Projects](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html): Use the endpoints described below to manage projects and their properties. - [Projects](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#projects): In-page section heading. - [Retrieve the list of soft-deleted projects](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-the-list-of-soft-deleted-projects): In-page section heading. - [Recover soft-deleted project by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#recover-soft-deleted-project-by-project-id): In-page section heading. - [Count soft-deleted projects](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#count-soft-deleted-projects): In-page section heading. - [Create a project](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#create-a-project): In-page section heading. - [Retrieve project permadelete job status](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-project-permadelete-job-status): In-page section heading. - [Schedule project permadelete job](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#schedule-project-permadelete-job): In-page section heading. - [Cancel scheduled project permadelete job by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#cancel-scheduled-project-permadelete-job-by-status-id): In-page section heading. - [Retrieve project permadelete job status by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-project-permadelete-job-status-by-status-id): In-page section heading. - [Download a projects permadeletion report by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#download-a-projects-permadeletion-report-by-status-id): In-page section heading. - [Get a projects cleanup jobs summary by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#get-a-projects-cleanup-jobs-summary-by-status-id): In-page section heading. - [Clone a project](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#clone-a-project): In-page section heading. - [List projects](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#list-projects): In-page section heading. - [Create a project](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#create-a-project_1): In-page section heading. - [Delete a project by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#delete-a-project-by-project-id): In-page section heading. - [Get project by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#get-project-by-project-id): In-page section heading. - [Update a project by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#update-a-project-by-project-id): In-page section heading. - [Get the project access control list by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#get-the-project-access-control-list-by-project-id): In-page section heading. - [Update the project's access controls by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#update-the-projects-access-controls-by-project-id): In-page section heading. - [Start modeling by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#start-modeling-by-project-id): In-page section heading. - [Pause by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#pause-by-project-id): In-page section heading. - [Start autopilot by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#start-autopilot-by-project-id): In-page section heading. - [Retrieve datetime partitioning configuration by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-datetime-partitioning-configuration-by-project-id): In-page section heading. - [Preview the fully specified datetime partitioning generated by the requested configuration by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#preview-the-fully-specified-datetime-partitioning-generated-by-the-requested-configuration-by-project-id): In-page section heading. - [Validate baseline data by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#validate-baseline-data-by-project-id): In-page section heading. - [Retrieve the baseline validation job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-the-baseline-validation-job-by-project-id): In-page section heading. - [List project jobs by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#list-project-jobs-by-project-id): In-page section heading. - [Cancel a job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#cancel-a-job-by-project-id): In-page section heading. - [Get a job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#get-a-job-by-project-id): In-page section heading. - [Retrieve eligible cross-series group-by columns by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-eligible-cross-series-group-by-columns-by-project-id): In-page section heading. - [List the names of a multiseries project by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#list-the-names-of-a-multiseries-project-by-project-id): In-page section heading. - [Detect multiseries properties by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#detect-multiseries-properties-by-project-id): In-page section heading. - [Lists all created optimized datetime partitioning configurations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#lists-all-created-optimized-datetime-partitioning-configurations-by-project-id): In-page section heading. - [Create an optimized datetime partitioning configuration using the target by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#create-an-optimized-datetime-partitioning-configuration-using-the-target-by-project-id): In-page section heading. - [Retrieve the optimized datetime partitioning configuration by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-the-optimized-datetime-partitioning-configuration-by-project-id): In-page section heading. - [Retrieve the optimized datetime partitioning input by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-the-optimized-datetime-partitioning-input-by-project-id): In-page section heading. - [Retrieve the datetime partitioning log by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-the-datetime-partitioning-log-by-project-id): In-page section heading. - [Retrieve a text file containing the datetime partitioning log by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-a-text-file-containing-the-datetime-partitioning-log-by-project-id): In-page section heading. - [Retrieve segmentation task statuses by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-segmentation-task-statuses-by-project-id): In-page section heading. - [List segmentation tasks by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#list-segmentation-tasks-by-project-id): In-page section heading. - [Create segmentation tasks by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#create-segmentation-tasks-by-project-id): In-page section heading. - [Retrieve segmentation task by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-segmentation-task-by-project-id): In-page section heading. - [Retrieve series ID by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#retrieve-series-id-by-project-id): In-page section heading. - [Update child segment project by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#update-child-segment-project-by-project-id): In-page section heading. - [Check project status by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#check-project-status-by-project-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#schemas): In-page section heading. - [AccessControl](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_AccessControl): In-page section heading. - [Aim](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_Aim): In-page section heading. - [AllowExtra](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_AllowExtra): In-page section heading. - [Autopilot](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_Autopilot): In-page section heading. - [AutopilotStart](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_AutopilotStart): In-page section heading. - [AzureServicePrincipalCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_AzureServicePrincipalCredentials): In-page section heading. - [Backtest](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_Backtest): In-page section heading. - [BacktestNewMethodForOpenApi](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_BacktestNewMethodForOpenApi): In-page section heading. - [BacktestOldMethodForOpenApi](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_BacktestOldMethodForOpenApi): In-page section heading. - [BacktestResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_BacktestResponse): In-page section heading. - [Backtests](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_Backtests): In-page section heading. - [BasicCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_BasicCredentials): In-page section heading. - [ClassMappingAggregationSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ClassMappingAggregationSettings): In-page section heading. - [CredentialId](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_CredentialId): In-page section heading. - [CrossSeriesGroupByColumnRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_CrossSeriesGroupByColumnRetrieveResponse): In-page section heading. - [CrossSeriesGroupByColumnsListItem](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_CrossSeriesGroupByColumnsListItem): In-page section heading. - [CustomMetricsLossesInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_CustomMetricsLossesInfo): In-page section heading. - [DatabricksAccessTokenCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DatabricksAccessTokenCredentials): In-page section heading. - [DatabricksServicePrincipalCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DatabricksServicePrincipalCredentials): In-page section heading. - [DatetimePartitioningDataForOpenApi](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DatetimePartitioningDataForOpenApi): In-page section heading. - [DatetimePartitioningLogListControllerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DatetimePartitioningLogListControllerResponse): In-page section heading. - [DatetimePartitioningResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DatetimePartitioningResponse): In-page section heading. - [DeletedProjectCountResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DeletedProjectCountResponse): In-page section heading. - [DeletedProjectListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DeletedProjectListResponse): In-page section heading. - [DeletedProjectOrganization](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DeletedProjectOrganization): In-page section heading. - [DeletedProjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DeletedProjectResponse): In-page section heading. - [DeletedProjectUser](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_DeletedProjectUser): In-page section heading. - [ExternalTSBaselineMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ExternalTSBaselineMetadata): In-page section heading. - [ExternalTSBaselinePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ExternalTSBaselinePayload): In-page section heading. - [ExternalTSBaselineResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ExternalTSBaselineResponse): In-page section heading. - [FeatureSetting](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_FeatureSetting): In-page section heading. - [FinalBacktestResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_FinalBacktestResponse): In-page section heading. - [FinalDatetimePartitioningResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_FinalDatetimePartitioningResponse): In-page section heading. - [GCPKey](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_GCPKey): In-page section heading. - [GoogleServiceAccountCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_GoogleServiceAccountCredentials): In-page section heading. - [HdfsProjectCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_HdfsProjectCreate): In-page section heading. - [JobDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_JobDetailsResponse): In-page section heading. - [JobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_JobListResponse): In-page section heading. - [MultiseriesNamesControllerDataRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_MultiseriesNamesControllerDataRecord): In-page section heading. - [MultiseriesNamesControllerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_MultiseriesNamesControllerResponse): In-page section heading. - [MultiseriesPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_MultiseriesPayload): In-page section heading. - [OAuthCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_OAuthCredentials): In-page section heading. - [OptimizedDatetimePartitioningData](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_OptimizedDatetimePartitioningData): In-page section heading. - [OptimizedDatetimePartitioningList](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_OptimizedDatetimePartitioningList): In-page section heading. - [OptimizedDatetimePartitioningListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_OptimizedDatetimePartitioningListResponse): In-page section heading. - [Partition](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_Partition): In-page section heading. - [PartitioningExtendedWarning](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_PartitioningExtendedWarning): In-page section heading. - [PartitioningSingleExtendedWarning](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_PartitioningSingleExtendedWarning): In-page section heading. - [PartitioningWarning](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_PartitioningWarning): In-page section heading. - [PasswordCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_PasswordCredentials): In-page section heading. - [Periodicity](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_Periodicity): In-page section heading. - [ProjectAdvancedOptionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectAdvancedOptionsResponse): In-page section heading. - [ProjectClone](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectClone): In-page section heading. - [ProjectCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectCreate): In-page section heading. - [ProjectCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectCreateResponse): In-page section heading. - [ProjectDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectDetailsResponse): In-page section heading. - [ProjectNuke](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectNuke): In-page section heading. - [ProjectNukeJobListStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectNukeJobListStatus): In-page section heading. - [ProjectNukeJobStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectNukeJobStatus): In-page section heading. - [ProjectNukeJobStatusSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectNukeJobStatusSummary): In-page section heading. - [ProjectNukeJobStatusSummaryObject](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectNukeJobStatusSummaryObject): In-page section heading. - [ProjectPartitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectPartitionResponse): In-page section heading. - [ProjectPermadeleteStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectPermadeleteStatus): In-page section heading. - [ProjectRecover](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectRecover): In-page section heading. - [ProjectRecoverResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectRecoverResponse): In-page section heading. - [ProjectRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectRetrieveResponse): In-page section heading. - [ProjectSegmentUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectSegmentUpdate): In-page section heading. - [ProjectSegmentUpdateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectSegmentUpdateResponse): In-page section heading. - [ProjectSegmentationInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectSegmentationInfoResponse): In-page section heading. - [ProjectStatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectStatusResponse): In-page section heading. - [ProjectUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_ProjectUpdate): In-page section heading. - [S3Credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_S3Credentials): In-page section heading. - [SegmentationDataMappingResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationDataMappingResponse): In-page section heading. - [SegmentationEDACompletedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationEDACompletedResponse): In-page section heading. - [SegmentationResultsCompletedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationResultsCompletedResponse): In-page section heading. - [SegmentationResultsFailedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationResultsFailedResponse): In-page section heading. - [SegmentationResultsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationResultsResponse): In-page section heading. - [SegmentationTaskCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationTaskCreate): In-page section heading. - [SegmentationTaskDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationTaskDataResponse): In-page section heading. - [SegmentationTaskListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationTaskListResponse): In-page section heading. - [SegmentationTaskMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationTaskMetadataResponse): In-page section heading. - [SegmentationTaskResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationTaskResponse): In-page section heading. - [SegmentationTaskSegmentMappingsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SegmentationTaskSegmentMappingsResponse): In-page section heading. - [SharingListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SharingListResponse): In-page section heading. - [SharingUpdateOrRemove](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SharingUpdateOrRemove): In-page section heading. - [SnowflakeKeyPairCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_SnowflakeKeyPairCredentials): In-page section heading. - [UpdateAccessControl](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_UpdateAccessControl): In-page section heading. - [UseCaseIdName](https://docs.datarobot.com/en/docs/api/reference/public-api/projects.html#tocS_UseCaseIdName): In-page section heading. - [Prompting](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html): The following endpoints outline how to manage prompts. - [Prompting](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#prompting): In-page section heading. - [List chat prompts](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#list-chat-prompts): In-page section heading. - [Create chat prompt](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#create-chat-prompt): In-page section heading. - [Delete chat prompt by chat prompt ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#delete-chat-prompt-by-chat-prompt-id): In-page section heading. - [Retrieve chat prompt by chat prompt ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#retrieve-chat-prompt-by-chat-prompt-id): In-page section heading. - [Edit chat prompt by chat prompt ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#edit-chat-prompt-by-chat-prompt-id): In-page section heading. - [List chats](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#list-chats): In-page section heading. - [Create chat](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#create-chat): In-page section heading. - [Delete chat by chat ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#delete-chat-by-chat-id): In-page section heading. - [Retrieve chat by chat ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#retrieve-chat-by-chat-id): In-page section heading. - [Edit chat by chat ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#edit-chat-by-chat-id): In-page section heading. - [List comparison chats](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#list-comparison-chats): In-page section heading. - [Create comparison chat](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#create-comparison-chat): In-page section heading. - [Delete comparison chat by comparison chat ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#delete-comparison-chat-by-comparison-chat-id): In-page section heading. - [Retrieve comparison chat by comparison chat ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#retrieve-comparison-chat-by-comparison-chat-id): In-page section heading. - [Edit comparison chat by comparison chat ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#edit-comparison-chat-by-comparison-chat-id): In-page section heading. - [List comparison prompts](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#list-comparison-prompts): In-page section heading. - [Create comparison prompt](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#create-comparison-prompt): In-page section heading. - [Delete comparison prompt by comparison prompt ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#delete-comparison-prompt-by-comparison-prompt-id): In-page section heading. - [Retrieve comparison prompt by comparison prompt ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#retrieve-comparison-prompt-by-comparison-prompt-id): In-page section heading. - [Edit comparison prompt by comparison prompt ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#edit-comparison-prompt-by-comparison-prompt-id): In-page section heading. - [List prompt templates](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#list-prompt-templates): In-page section heading. - [Create prompt template](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#create-prompt-template): In-page section heading. - [List prompt templates versions](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#list-prompt-templates-versions): In-page section heading. - [Get prompt template by prompt template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#get-prompt-template-by-prompt-template-id): In-page section heading. - [List prompt template versions by prompt template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#list-prompt-template-versions-by-prompt-template-id): In-page section heading. - [Create prompt template version by prompt template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#create-prompt-template-version-by-prompt-template-id): In-page section heading. - [Get prompt template version by prompt template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#get-prompt-template-version-by-prompt-template-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#schemas): In-page section heading. - [ChatPromptResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ChatPromptResponse): In-page section heading. - [ChatResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ChatResponse): In-page section heading. - [ChatsSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ChatsSortQueryParam): In-page section heading. - [Citation](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_Citation): In-page section heading. - [CommonLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CommonLLMSettings): In-page section heading. - [ComparisonChatResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ComparisonChatResponse): In-page section heading. - [ComparisonChatsSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ComparisonChatsSortQueryParam): In-page section heading. - [ComparisonPromptFeedbackResult](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ComparisonPromptFeedbackResult): In-page section heading. - [ComparisonPromptResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ComparisonPromptResponse): In-page section heading. - [ComparisonPromptResult](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ComparisonPromptResult): In-page section heading. - [ConfidenceScores](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ConfidenceScores): In-page section heading. - [CreateChatPromptRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CreateChatPromptRequest): In-page section heading. - [CreateChatRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CreateChatRequest): In-page section heading. - [CreateComparisonChatRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CreateComparisonChatRequest): In-page section heading. - [CreateComparisonPromptRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CreateComparisonPromptRequest): In-page section heading. - [CreatePromptTemplateRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CreatePromptTemplateRequest): In-page section heading. - [CreatePromptTemplateVersionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CreatePromptTemplateVersionRequest): In-page section heading. - [CustomModelChatLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CustomModelChatLLMSettings): In-page section heading. - [CustomModelLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_CustomModelLLMSettings): In-page section heading. - [EditChatPromptRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_EditChatPromptRequest): In-page section heading. - [EditChatRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_EditChatRequest): In-page section heading. - [EditComparisonChatRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_EditComparisonChatRequest): In-page section heading. - [EditComparisonPromptRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_EditComparisonPromptRequest): In-page section heading. - [ExecutionStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ExecutionStatus): In-page section heading. - [FeedbackMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_FeedbackMetadata): In-page section heading. - [FeedbackResult](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_FeedbackResult): In-page section heading. - [FeedbackSentiment](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_FeedbackSentiment): In-page section heading. - [HTTPValidationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_HTTPValidationErrorResponse): In-page section heading. - [ListChatPromptsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ListChatPromptsResponse): In-page section heading. - [ListChatsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ListChatsResponse): In-page section heading. - [ListComparisonChatsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ListComparisonChatsResponse): In-page section heading. - [ListComparisonPromptsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ListComparisonPromptsResponse): In-page section heading. - [ListPromptTemplateVersionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ListPromptTemplateVersionsResponse): In-page section heading. - [ListPromptTemplatesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ListPromptTemplatesResponse): In-page section heading. - [MetricMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_MetricMetadata): In-page section heading. - [PipelineStage](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_PipelineStage): In-page section heading. - [PromptTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_PromptTemplateResponse): In-page section heading. - [PromptTemplateVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_PromptTemplateVersionResponse): In-page section heading. - [PromptTemplatesSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_PromptTemplatesSortQueryParam): In-page section heading. - [ProviderGuardStage](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ProviderGuardStage): In-page section heading. - [ProviderGuardsMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ProviderGuardsMetadata): In-page section heading. - [ResultMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ResultMetadata): In-page section heading. - [RetrievalMode](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_RetrievalMode): In-page section heading. - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_ValidationError): In-page section heading. - [Variable](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_Variable): In-page section heading. - [VectorDatabaseRetrievers](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_VectorDatabaseRetrievers): In-page section heading. - [VectorDatabaseSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/prompting.html#tocS_VectorDatabaseSettings): In-page section heading. - [Quotas](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html): Use the endpoints described below to manage resource quotas. Quotas provide limits on resource consumption for deployments, models, and other DataRobot resources to ensure fair usage and prevent re... - [Quotas](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#quotas): In-page section heading. - [Retrieve Quota Templates](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#retrieve-quota-templates): In-page section heading. - [Retrieve Quota Templates by quota template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#retrieve-quota-templates-by-quota-template-id): In-page section heading. - [Retrieve Quotas](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#retrieve-quotas): In-page section heading. - [Create Quotas](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#create-quotas): In-page section heading. - [Delete Quotas by quota ID](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#delete-quotas-by-quota-id): In-page section heading. - [Retrieve Quotas by quota ID](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#retrieve-quotas-by-quota-id): In-page section heading. - [Modify Quotas by quota ID](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#modify-quotas-by-quota-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#schemas): In-page section heading. - [QuotaCapacity](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaCapacity): In-page section heading. - [QuotaCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaCreate): In-page section heading. - [QuotaListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaListResponse): In-page section heading. - [QuotaPolicy](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaPolicy): In-page section heading. - [QuotaResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaResponse): In-page section heading. - [QuotaRule](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaRule): In-page section heading. - [QuotaTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaTemplateListResponse): In-page section heading. - [QuotaTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaTemplateResponse): In-page section heading. - [QuotaUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/quotas.html#tocS_QuotaUpdate): In-page section heading. - [Seat Licenses](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html): Manage seat licenses using the endpoints described below. - [Seat Licenses](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#seat-licenses): In-page section heading. - [List seat license allocations](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#list-seat-license-allocations): In-page section heading. - [Allocate seat licenses](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#allocate-seat-licenses): In-page section heading. - [Evaluate the seat license](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#evaluate-the-seat-license): In-page section heading. - [Delete a seat license allocation by allocation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#delete-a-seat-license-allocation-by-allocation-id): In-page section heading. - [Retrieve a seat license allocation by allocation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#retrieve-a-seat-license-allocation-by-allocation-id): In-page section heading. - [Update a seat license allocation by allocation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#update-a-seat-license-allocation-by-allocation-id): In-page section heading. - [List seat licenses](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#list-seat-licenses): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#schemas): In-page section heading. - [SeatLicense](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SeatLicense): In-page section heading. - [SeatLicenseAllocation](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SeatLicenseAllocation): In-page section heading. - [SeatLicenseAllocationCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SeatLicenseAllocationCreate): In-page section heading. - [SeatLicenseAllocationUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SeatLicenseAllocationUpdate): In-page section heading. - [SeatLicenseAllocationsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SeatLicenseAllocationsListResponse): In-page section heading. - [SeatLicenseEvaluateRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SeatLicenseEvaluateRequest): In-page section heading. - [SeatLicenseEvaluateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SeatLicenseEvaluateResponse): In-page section heading. - [SeatLicensesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SeatLicensesListResponse): In-page section heading. - [Subject](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_Subject): In-page section heading. - [SubjectCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/seat_licenses.html#tocS_SubjectCreate): In-page section heading. - [Secure Config](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html): Use the endpoints described below to configure and manage Secure Configuration objects. This abstraction allows system and organization administrations to securely store and manage credentials. Use... - [Secure Config](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#secure-config): In-page section heading. - [Retrieve a list of secure configuration schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#retrieve-a-list-of-secure-configuration-schemas): In-page section heading. - [Retrieve a secure configuration schema by secure config schema ID](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#retrieve-a-secure-configuration-schema-by-secure-config-schema-id): In-page section heading. - [Retrieve a list of secure configurations](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#retrieve-a-list-of-secure-configurations): In-page section heading. - [Create a secure configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#create-a-secure-configuration): In-page section heading. - [Delete secure configuration by secure config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#delete-secure-configuration-by-secure-config-id): In-page section heading. - [Retrieve a secure configuration by secure config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#retrieve-a-secure-configuration-by-secure-config-id): In-page section heading. - [Update a secure configuration by secure config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#update-a-secure-configuration-by-secure-config-id): In-page section heading. - [Get a list of users, groups, and organizations that have access by secure config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#get-a-list-of-users-groups-and-organizations-that-have-access-by-secure-config-id): In-page section heading. - [Share a secure configuration by secure config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#share-a-secure-configuration-by-secure-config-id): In-page section heading. - [Retrieve a list of values by secure config ID](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#retrieve-a-list-of-values-by-secure-config-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#schemas): In-page section heading. - [SecureConfigCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigCreate): In-page section heading. - [SecureConfigGrantAccessControlWithIdWithGrantValidators](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigGrantAccessControlWithIdWithGrantValidators): In-page section heading. - [SecureConfigGrantAccessControlWithUsernameWithGrantValidators](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigGrantAccessControlWithUsernameWithGrantValidators): In-page section heading. - [SecureConfigKeyValue](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigKeyValue): In-page section heading. - [SecureConfigListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigListResponse): In-page section heading. - [SecureConfigListValuesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigListValuesResponse): In-page section heading. - [SecureConfigResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigResponse): In-page section heading. - [SecureConfigSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigSchema): In-page section heading. - [SecureConfigSchemaListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigSchemaListResponse): In-page section heading. - [SecureConfigSchemaProperty](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigSchemaProperty): In-page section heading. - [SecureConfigSchemaResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigSchemaResponse): In-page section heading. - [SecureConfigSharedRolesEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigSharedRolesEntry): In-page section heading. - [SecureConfigSharedRolesList](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigSharedRolesList): In-page section heading. - [SecureConfigSharingUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigSharingUpdate): In-page section heading. - [SecureConfigUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/secure_config.html#tocS_SecureConfigUpdate): In-page section heading. - [SSO configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html): Use the endpoints described below to configure single sign-on for your organization. - [SSO configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#sso-configuration): In-page section heading. - [List sso configurations](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#list-sso-configurations): In-page section heading. - [Create an SSO configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#create-an-sso-configuration): In-page section heading. - [Retrieve SSO configuration of a specific organization by configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#retrieve-sso-configuration-of-a-specific-organization-by-configuration-id): In-page section heading. - [Update an SSO configuration by configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#update-an-sso-configuration-by-configuration-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#schemas): In-page section heading. - [CreateSsoConfiguration](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_CreateSsoConfiguration): In-page section heading. - [EnhancedEncryptionKeypairs](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_EnhancedEncryptionKeypairs): In-page section heading. - [EnhancedSamlAttributeMapping](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_EnhancedSamlAttributeMapping): In-page section heading. - [EnhancedSamlClientConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_EnhancedSamlClientConfig): In-page section heading. - [EnhancedSamlGroupMapping](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_EnhancedSamlGroupMapping): In-page section heading. - [EnhancedSamlOrganizationMapping](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_EnhancedSamlOrganizationMapping): In-page section heading. - [EnhancedSamlRoleMapping](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_EnhancedSamlRoleMapping): In-page section heading. - [EnhancedSsoConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_EnhancedSsoConfigurationResponse): In-page section heading. - [ListSsoConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_ListSsoConfigurationResponse): In-page section heading. - [SamlAdvancedConfiguration](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_SamlAdvancedConfiguration): In-page section heading. - [SamlCertificate](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_SamlCertificate): In-page section heading. - [SamlGroupMappingResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_SamlGroupMappingResponse): In-page section heading. - [SamlMetadataFile](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_SamlMetadataFile): In-page section heading. - [SamlOrganizationMappingResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_SamlOrganizationMappingResponse): In-page section heading. - [SamlSecurityParameters](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_SamlSecurityParameters): In-page section heading. - [UpdateSsoConfiguration](https://docs.datarobot.com/en/docs/api/reference/public-api/sso_configuration.html#tocS_UpdateSsoConfiguration): In-page section heading. - [Administration](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-admin.html): These endpoints cover the requisite functionality for administrators to manage their organization’s DataRobot deployment and application. These workflows include authentication, user management and... - [Administration](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-admin.html#administration): In-page section heading. - [Applications](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-applications.html): DataRobot offers various approaches for building applications that allow you to share machine learning projects. No-code applications are used to visualize, optimize, or otherwise interact with a m... - [Applications](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-applications.html#applications): In-page section heading. - [Collaboration](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-collaboration.html): Teams can efficiently organize and deliver on their machine learning project goals with DataRobot’s collaborative capabilities, which enable business and engineering stakeholders to come together t... - [Collaboration](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-collaboration.html#collaboration): In-page section heading. - [Custom models](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-custom-models.html) - [Custom models](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-custom-models.html#custom-models): In-page section heading. - [Data preparation](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-data-prep.html): DataRobot’s data preparation offerings give you the ability to analyze, ingest, and transform your data for modeling and inference workflows. These endpoints include the functionality for creating ... - [Data preparation](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-data-prep.html#data-preparation): In-page section heading. - [Deliver](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-deliver.html): Deliver endpoints focus on the ways you can bring predictive and generative AI into production. This includes common deployment, monitoring, and model management functionality used to observe and m... - [Deliver](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-deliver.html#deliver): In-page section heading. - [Deployments](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-deployment-management.html): This section contains endpoints that are the central hub for deployment management activity. It serves as a coordination point for all stakeholders involved in bringing models into production, incl... - [Deployments](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-deployment-management.html#deployments): In-page section heading. - [Developer tools](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-dev-tools.html): DataRobot offers native tools for accelerating code iteration and development for data scientists and app developers. DataRobot Notebooks and Codespaces provide a fully managed, hosted platform wor... - [Developer tools](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-dev-tools.html#developer-tools): In-page section heading. - [Develop](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-develop.html): Develop endpoints focus on the various ways you can build models of various types in DataRobot. These include LLM generation, end-to-end project development for machine learning models, and buildin... - [Develop](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-develop.html#develop): In-page section heading. - [Generative AI](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-genai.html): DataRobot’s Generative AI capabilities allow you to build enterprise-grade generative API applications using state-of-the-art LLMs and comprehensive evaluation tooling. These endpoints include the ... - [Generative AI](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-genai.html#generative-ai): In-page section heading. - [Secure and govern](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-govern.html): DataRobot offers a rich governance framework for organizations to ensure quality and regulatory compliance for their predictive and generative AI models in production. These endpoints control gover... - [Secure and govern](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-govern.html#secure-and-govern): In-page section heading. - [Modeling](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-machine-learning.html): Use the endpoints in this section to manage the process to build predictive AI models with DataRobot. - [Modeling](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-machine-learning.html#modeling): In-page section heading. - [Mitigation](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-mitigation.html): Machine learning models in production environments have a complex lifecycle; maintaining the predictive value of these models requires a robust and repeatable process to manage that lifecycle. With... - [Mitigation](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-mitigation.html#mitigation): In-page section heading. - [Monitoring](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-observability.html): To trust a model to power mission-critical operations, you must have confidence in all aspects of model deployment. By closely tracking the performance of models in production, you can identify pot... - [Monitoring](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-observability.html#monitoring): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-predictions.html): These endpoints include the functionality to make predictions on your trained model to assess model performance prior to deployment on training data or external test data, as well as create and man... - [Predictions](https://docs.datarobot.com/en/docs/api/reference/public-api/tag-predictions.html#predictions): In-page section heading. - [Tracking Agent](https://docs.datarobot.com/en/docs/api/reference/public-api/tracking_agent.html): Use the endpoints described below to manage tracking agent. When you enable the monitoring agent feature, you have access to the agent installation and MLOps components, all packaged within a singl... - [Tracking Agent](https://docs.datarobot.com/en/docs/api/reference/public-api/tracking_agent.html#tracking-agent): In-page section heading. - [Submit external deployment prediction data by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/tracking_agent.html#submit-external-deployment-prediction-data-by-deployment-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/tracking_agent.html#schemas): In-page section heading. - [PredictionDatasetAssignment](https://docs.datarobot.com/en/docs/api/reference/public-api/tracking_agent.html#tocS_PredictionDatasetAssignment): In-page section heading. - [Use Cases](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html): The endpoints below outline how to create and manage Workbench Use Cases. They are not associated with the Value Tracker, which was formerly called Use Cases. - [Use Cases](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#use-cases): In-page section heading. - [Retrieve Pinned Usecases](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#retrieve-pinned-usecases): In-page section heading. - [Modify Pinned Usecases](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#modify-pinned-usecases): In-page section heading. - [Retrieve the list of use cases](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#retrieve-the-list-of-use-cases): In-page section heading. - [Get a use case](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-a-use-case): In-page section heading. - [Get the list of the references associated](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-references-associated): In-page section heading. - [Get the list of the notebooks](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-notebooks): In-page section heading. - [Delete a use case by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#delete-a-use-case-by-use-case-id): In-page section heading. - [Get a use case by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-a-use-case-by-use-case-id): In-page section heading. - [Update a Use Case by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#update-a-use-case-by-use-case-id): In-page section heading. - [Get the list of the applications associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-applications-associated-by-use-case-id): In-page section heading. - [The list of the custom applications referenced by a use case by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#the-list-of-the-custom-applications-referenced-by-a-use-case-by-use-case-id): In-page section heading. - [List datasets by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#list-datasets-by-use-case-id): In-page section heading. - [Get the list of the datasets associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-datasets-associated-by-use-case-id): In-page section heading. - [Get the dataset details by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-dataset-details-by-use-case-id): In-page section heading. - [Get the deployments associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-deployments-associated-by-use-case-id): In-page section heading. - [Get the list of the catalog files associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-catalog-files-associated-by-use-case-id): In-page section heading. - [Get the file details by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-file-details-by-use-case-id): In-page section heading. - [Get filtering metadata information from Use Cases associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-filtering-metadata-information-from-use-cases-associated-by-use-case-id): In-page section heading. - [Get a list of models from projects associated with a Use Case by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-a-list-of-models-from-projects-associated-with-a-use-case-by-use-case-id): In-page section heading. - [Link multiple entities by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#link-multiple-entities-by-use-case-id): In-page section heading. - [Get the list of the notebooks associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-notebooks-associated-by-use-case-id): In-page section heading. - [Get the list of the playgrounds associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-playgrounds-associated-by-use-case-id): In-page section heading. - [Get the list of the projects associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-projects-associated-by-use-case-id): In-page section heading. - [The list of the registered models referenced by a use case by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#the-list-of-the-registered-models-referenced-by-a-use-case-by-use-case-id): In-page section heading. - [Get the list of the references associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-references-associated-by-use-case-id): In-page section heading. - [Get the use case's access control list by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-use-cases-access-control-list-by-use-case-id): In-page section heading. - [Update the use case's access control list by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#update-the-use-cases-access-control-list-by-use-case-id): In-page section heading. - [Get the list of the vector databases associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-the-list-of-the-vector-databases-associated-by-use-case-id): In-page section heading. - [Get a list of custom models that are associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-a-list-of-custom-models-that-are-associated-by-use-case-id): In-page section heading. - [Get a list of deployments that are associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-a-list-of-deployments-that-are-associated-by-use-case-id): In-page section heading. - [Get a list of registered models that are associated by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#get-a-list-of-registered-models-that-are-associated-by-use-case-id): In-page section heading. - [Remove a related entity by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#remove-a-related-entity-by-use-case-id): In-page section heading. - [Move entity from one Use Case by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#move-entity-from-one-use-case-by-use-case-id): In-page section heading. - [Link entity by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#link-entity-by-use-case-id): In-page section heading. - [Use an endpoint](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#use-an-endpoint): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#schemas): In-page section heading. - [AccessControlWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_AccessControlWithGrant): In-page section heading. - [DeploymentPagination](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_DeploymentPagination): In-page section heading. - [EntityCountByTypeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_EntityCountByTypeResponse): In-page section heading. - [ExperimentContainerApplicationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerApplicationResponse): In-page section heading. - [ExperimentContainerFilterMetadataMetricsObjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerFilterMetadataMetricsObjectResponse): In-page section heading. - [ExperimentContainerFilterMetadataModelFamiliesObjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerFilterMetadataModelFamiliesObjectResponse): In-page section heading. - [ExperimentContainerFilterMetadataRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerFilterMetadataRetrieveResponse): In-page section heading. - [ExperimentContainerLastActivity](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerLastActivity): In-page section heading. - [ExperimentContainerModelsForComparisonModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerModelsForComparisonModelResponse): In-page section heading. - [ExperimentContainerNotebookResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerNotebookResponse): In-page section heading. - [ExperimentContainerPlaygroundResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerPlaygroundResponse): In-page section heading. - [ExperimentContainerReferenceDatasetMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerReferenceDatasetMetadata): In-page section heading. - [ExperimentContainerReferenceDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerReferenceDatasetResponse): In-page section heading. - [ExperimentContainerReferenceFileMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerReferenceFileMetadata): In-page section heading. - [ExperimentContainerReferencePlaygroundMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerReferencePlaygroundMetadata): In-page section heading. - [ExperimentContainerReferenceProjectMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerReferenceProjectMetadata): In-page section heading. - [ExperimentContainerReferenceRecipeMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerReferenceRecipeMetadata): In-page section heading. - [ExperimentContainerReferenceRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerReferenceRetrieve): In-page section heading. - [ExperimentContainerReferenceVectorDatabasesMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerReferenceVectorDatabasesMetadata): In-page section heading. - [ExperimentContainerSharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerSharedRolesUpdate): In-page section heading. - [ExperimentContainerSharingRoleUpdateDataWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerSharingRoleUpdateDataWithId): In-page section heading. - [ExperimentContainerSharingRoleUpdateDataWithName](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerSharingRoleUpdateDataWithName): In-page section heading. - [ExperimentContainerSharingRoleUpdateDataWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerSharingRoleUpdateDataWithUsername): In-page section heading. - [ExperimentContainerUserResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerUserResponse): In-page section heading. - [ExperimentContainerVectorDatabaseResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ExperimentContainerVectorDatabaseResponse): In-page section heading. - [FeatureCountByTypeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_FeatureCountByTypeResponse): In-page section heading. - [FilesEntityCountByTypeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_FilesEntityCountByTypeResponse): In-page section heading. - [FormattedResponseDeployment](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_FormattedResponseDeployment): In-page section heading. - [FullDatasetDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_FullDatasetDetailsResponse): In-page section heading. - [FullFileDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_FullFileDetailsResponse): In-page section heading. - [MetricDetail](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_MetricDetail): In-page section heading. - [PinnedUsecaseResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_PinnedUsecaseResponse): In-page section heading. - [PinnedUsecaseUpdatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_PinnedUsecaseUpdatePayload): In-page section heading. - [PinnedUsecasesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_PinnedUsecasesResponse): In-page section heading. - [RiskAssessmentComplete](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_RiskAssessmentComplete): In-page section heading. - [SampleSize](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_SampleSize): In-page section heading. - [SharedRolesWithGrantListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_SharedRolesWithGrantListResponse): In-page section heading. - [TimeSeriesProperties](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_TimeSeriesProperties): In-page section heading. - [UseCaseCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseCreate): In-page section heading. - [UseCaseCustomApplication](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseCustomApplication): In-page section heading. - [UseCaseCustomApplicationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseCustomApplicationsResponse): In-page section heading. - [UseCaseDataListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseDataListResponse): In-page section heading. - [UseCaseDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseDataResponse): In-page section heading. - [UseCaseDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseDatasetResponse): In-page section heading. - [UseCaseDatasetsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseDatasetsListResponse): In-page section heading. - [UseCaseEntityVersion](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseEntityVersion): In-page section heading. - [UseCaseFileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseFileResponse): In-page section heading. - [UseCaseFilesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseFilesListResponse): In-page section heading. - [UseCaseLastActivity](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseLastActivity): In-page section heading. - [UseCaseListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseListResponse): In-page section heading. - [UseCaseListWithShortenedInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseListWithShortenedInfoResponse): In-page section heading. - [UseCaseMemberResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseMemberResponse): In-page section heading. - [UseCaseModelsForComparisonListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseModelsForComparisonListResponse): In-page section heading. - [UseCaseProjectOptionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseProjectOptionsResponse): In-page section heading. - [UseCaseProjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseProjectResponse): In-page section heading. - [UseCaseProjectsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseProjectsListResponse): In-page section heading. - [UseCaseRecentAssetsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseRecentAssetsListResponse): In-page section heading. - [UseCaseReferenceDatasetMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceDatasetMetadata): In-page section heading. - [UseCaseReferenceFileMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceFileMetadata): In-page section heading. - [UseCaseReferenceLink](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceLink): In-page section heading. - [UseCaseReferenceListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceListResponse): In-page section heading. - [UseCaseReferenceMultilink](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceMultilink): In-page section heading. - [UseCaseReferenceMultilinkEntity](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceMultilinkEntity): In-page section heading. - [UseCaseReferencePlaygroundMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferencePlaygroundMetadata): In-page section heading. - [UseCaseReferenceProjectMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceProjectMetadata): In-page section heading. - [UseCaseReferenceRecipeMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceRecipeMetadata): In-page section heading. - [UseCaseReferenceRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceRetrieve): In-page section heading. - [UseCaseReferenceVectorDatabasesMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseReferenceVectorDatabasesMetadata): In-page section heading. - [UseCaseRegisteredModel](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseRegisteredModel): In-page section heading. - [UseCaseRegisteredModelLastActivity](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseRegisteredModelLastActivity): In-page section heading. - [UseCaseRegisteredModelVersion](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseRegisteredModelVersion): In-page section heading. - [UseCaseRegisteredModelsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseRegisteredModelsResponse): In-page section heading. - [UseCaseResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseResponse): In-page section heading. - [UseCaseUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseUpdate): In-page section heading. - [UseCaseVectorDatabaseRelatedCustomModel](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseVectorDatabaseRelatedCustomModel): In-page section heading. - [UseCaseVectorDatabaseRelatedCustomModelList](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseVectorDatabaseRelatedCustomModelList): In-page section heading. - [UseCaseVectorDatabaseRelatedDeployment](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseVectorDatabaseRelatedDeployment): In-page section heading. - [UseCaseVectorDatabaseRelatedDeploymentList](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseVectorDatabaseRelatedDeploymentList): In-page section heading. - [UseCaseVectorDatabaseRelatedRegisteredModel](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseVectorDatabaseRelatedRegisteredModel): In-page section heading. - [UseCaseVectorDatabaseRelatedRegisteredModelList](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseVectorDatabaseRelatedRegisteredModelList): In-page section heading. - [UseCaseWithShortenedInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCaseWithShortenedInfoResponse): In-page section heading. - [UseCasesApplicationsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCasesApplicationsListResponse): In-page section heading. - [UseCasesNotebooksListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCasesNotebooksListResponse): In-page section heading. - [UseCasesPlaygroundsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCasesPlaygroundsListResponse): In-page section heading. - [UseCasesProjectMigrationParam](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCasesProjectMigrationParam): In-page section heading. - [UseCasesVectorDatabasesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_UseCasesVectorDatabasesListResponse): In-page section heading. - [ValueTrackerDrUserId](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerDrUserId): In-page section heading. - [ValueTrackerHealthInformation](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerHealthInformation): In-page section heading. - [ValueTrackerMonetaryValue](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerMonetaryValue): In-page section heading. - [ValueTrackerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerResponse): In-page section heading. - [ValueTrackerTargetDate](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerTargetDate): In-page section heading. - [ValueTrackerValueTemplateClassification](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerValueTemplateClassification): In-page section heading. - [ValueTrackerValueTemplateClassificationData](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerValueTemplateClassificationData): In-page section heading. - [ValueTrackerValueTemplateRegression](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerValueTemplateRegression): In-page section heading. - [ValueTrackerValueTemplateRegressionData](https://docs.datarobot.com/en/docs/api/reference/public-api/use_cases.html#tocS_ValueTrackerValueTemplateRegressionData): In-page section heading. - [User management](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html): This page describes the endpoints for handling users, groups, and organizations. - [User management](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#user-management): In-page section heading. - [Retrieve a list of access roles](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-a-list-of-access-roles): In-page section heading. - [Create a new custom access role](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#create-a-new-custom-access-role): In-page section heading. - [Delete a custom access role by role ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#delete-a-custom-access-role-by-role-id): In-page section heading. - [Retrieve an access role by role ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-an-access-role-by-role-id): In-page section heading. - [Update a custom access role by role ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#update-a-custom-access-role-by-role-id): In-page section heading. - [Retrieve a list of the users using this access role by role ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-a-list-of-the-users-using-this-access-role-by-role-id): In-page section heading. - [Make multiple User creation requests in bulk](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#make-multiple-user-creation-requests-in-bulk): In-page section heading. - [Get the model deployment access control list by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-the-model-deployment-access-control-list-by-deployment-id): In-page section heading. - [Update the model deployment access controls by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#update-the-model-deployment-access-controls-by-deployment-id): In-page section heading. - [Delete multiple user groups](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#delete-multiple-user-groups): In-page section heading. - [List user groups](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#list-user-groups): In-page section heading. - [Create a user group](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#create-a-user-group): In-page section heading. - [Delete a user group by group ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#delete-a-user-group-by-group-id): In-page section heading. - [Retrieve a user group by group ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-a-user-group-by-group-id): In-page section heading. - [Update a user group by group ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#update-a-user-group-by-group-id): In-page section heading. - [Remove users by group ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#remove-users-by-group-id): In-page section heading. - [List users by group ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#list-users-by-group-id): In-page section heading. - [Add users by group ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#add-users-by-group-id): In-page section heading. - [List organizations](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#list-organizations): In-page section heading. - [Retrieve an organization by organization ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-an-organization-by-organization-id): In-page section heading. - [List organization jobs by organization ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#list-organization-jobs-by-organization-id): In-page section heading. - [List organization users by organization ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#list-organization-users-by-organization-id): In-page section heading. - [Add user by organization ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#add-user-by-organization-id): In-page section heading. - [Retrieve a user by organization ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-a-user-by-organization-id): In-page section heading. - [Patch an organization user by organization ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#patch-an-organization-user-by-organization-id): In-page section heading. - [Get usage resources](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-usage-resources): In-page section heading. - [Get active tenants](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-active-tenants): In-page section heading. - [Get active users](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-active-users): In-page section heading. - [Get the available resource categories](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-the-available-resource-categories): In-page section heading. - [Export usage](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#export-usage): In-page section heading. - [Get CPU/GPU resource utilization](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-cpugpu-resource-utilization): In-page section heading. - [Export CPU/GPU resource utilization](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#export-cpugpu-resource-utilization): In-page section heading. - [Get CPU/GPU resource utilization by resourcetype](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-cpugpu-resource-utilization-by-resourcetype): In-page section heading. - [Get tenant active users by tenant ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-tenant-active-users-by-tenant-id): In-page section heading. - [Get the available resource categories by tenant ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-the-available-resource-categories-by-tenant-id): In-page section heading. - [Get tenant usage by tenant ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#get-tenant-usage-by-tenant-id): In-page section heading. - [Export tenant usage by tenant ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#export-tenant-usage-by-tenant-id): In-page section heading. - [Users permanent delete](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#users-permanent-delete): In-page section heading. - [Cancel users perma-deletion by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#cancel-users-perma-deletion-by-status-id): In-page section heading. - [Retrieve users perma-delete job status by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-users-perma-delete-job-status-by-status-id): In-page section heading. - [Users permanent delete preview](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#users-permanent-delete-preview): In-page section heading. - [Cancel users perma-delete preview building by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#cancel-users-perma-delete-preview-building-by-status-id): In-page section heading. - [Retrieve users perma-delete preview job status by status ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-users-perma-delete-preview-job-status-by-status-id): In-page section heading. - [Delete users permanent delete report by report ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#delete-users-permanent-delete-report-by-report-id): In-page section heading. - [Users permanent delete extended preview by report ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#users-permanent-delete-extended-preview-by-report-id): In-page section heading. - [Users permanent delete report parameters by report ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#users-permanent-delete-report-parameters-by-report-id): In-page section heading. - [Users permanent delete preview statistics by report ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#users-permanent-delete-preview-statistics-by-report-id): In-page section heading. - [Delete user cleanup summaries by id](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#delete-user-cleanup-summaries-by-id): In-page section heading. - [Users permanent delete extended summary by report ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#users-permanent-delete-extended-summary-by-report-id): In-page section heading. - [Retrieve delete params by id](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-delete-params-by-id): In-page section heading. - [Users permanent delete summary statistics by report ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#users-permanent-delete-summary-statistics-by-report-id): In-page section heading. - [Retrieve a list of existing users](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-a-list-of-existing-users): In-page section heading. - [Create a User and add them](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#create-a-user-and-add-them): In-page section heading. - [Invite multiple users by email](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#invite-multiple-users-by-email): In-page section heading. - [Retrieve a single user by id by user ID](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#retrieve-a-single-user-by-id-by-user-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#schemas): In-page section heading. - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AccessControlV2): In-page section heading. - [AccessRole](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AccessRole): In-page section heading. - [AccessRoleCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AccessRoleCreate): In-page section heading. - [AccessRoleListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AccessRoleListResponse): In-page section heading. - [AccessRoleUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AccessRoleUpdate): In-page section heading. - [AccessRoleUser](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AccessRoleUser): In-page section heading. - [AccessRoleUsersListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AccessRoleUsersListResponse): In-page section heading. - [ActiveTenantsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ActiveTenantsResponse): In-page section heading. - [ActiveUser](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ActiveUser): In-page section heading. - [ActiveUsersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ActiveUsersResponse): In-page section heading. - [AddUsersToGroupResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AddUsersToGroupResponse): In-page section heading. - [AdminSampleSize](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_AdminSampleSize): In-page section heading. - [BulkUserInvite](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_BulkUserInvite): In-page section heading. - [Empty](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_Empty): In-page section heading. - [ExportItem](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ExportItem): In-page section heading. - [ExportResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ExportResponse): In-page section heading. - [GrantAccessControlWithIdWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_GrantAccessControlWithIdWithGrant): In-page section heading. - [GrantAccessControlWithUsernameWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_GrantAccessControlWithUsernameWithGrant): In-page section heading. - [ListUsersInGroupResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ListUsersInGroupResponse): In-page section heading. - [MetricGroups](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_MetricGroups): In-page section heading. - [ModifyUsersInGroup](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ModifyUsersInGroup): In-page section heading. - [NotifyStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_NotifyStatus): In-page section heading. - [OrganizationJob](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationJob): In-page section heading. - [OrganizationJobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationJobListResponse): In-page section heading. - [OrganizationListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationListResponse): In-page section heading. - [OrganizationRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationRetrieve): In-page section heading. - [OrganizationUser](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationUser): In-page section heading. - [OrganizationUserCreatedResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationUserCreatedResponse): In-page section heading. - [OrganizationUserListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationUserListResponse): In-page section heading. - [OrganizationUserPatch](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationUserPatch): In-page section heading. - [OrganizationUserResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationUserResponse): In-page section heading. - [OrganizationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_OrganizationsResponse): In-page section heading. - [PermissionSet](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_PermissionSet): In-page section heading. - [PermissionSetInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_PermissionSetInfo): In-page section heading. - [Permissions](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_Permissions): In-page section heading. - [PreviewPermadeleteStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_PreviewPermadeleteStatus): In-page section heading. - [ResourceCategoriesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ResourceCategoriesResponse): In-page section heading. - [ResourceCategory](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ResourceCategory): In-page section heading. - [ResourceShare](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_ResourceShare): In-page section heading. - [SharedRolesUpdateWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_SharedRolesUpdateWithGrant): In-page section heading. - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_SharingListV2Response): In-page section heading. - [SummaryPermadeleteStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_SummaryPermadeleteStatus): In-page section heading. - [TenantResourceTypeItem](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_TenantResourceTypeItem): In-page section heading. - [TenantResourceTypeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_TenantResourceTypeResponse): In-page section heading. - [TenantResourceUtilizationItem](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_TenantResourceUtilizationItem): In-page section heading. - [TenantResourceUtilizationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_TenantResourceUtilizationResponse): In-page section heading. - [UsageItem](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsageItem): In-page section heading. - [UsageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsageResponse): In-page section heading. - [UserBulkCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserBulkCreate): In-page section heading. - [UserBulkCreateObject](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserBulkCreateObject): In-page section heading. - [UserBulkCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserBulkCreateResponse): In-page section heading. - [UserBulkCreateResponseData](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserBulkCreateResponseData): In-page section heading. - [UserBulkCreateResponseObject](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserBulkCreateResponseObject): In-page section heading. - [UserCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserCreate): In-page section heading. - [UserCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserCreateResponse): In-page section heading. - [UserGroupBulkDelete](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserGroupBulkDelete): In-page section heading. - [UserGroupCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserGroupCreate): In-page section heading. - [UserGroupResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserGroupResponse): In-page section heading. - [UserGroupRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserGroupRetrieve): In-page section heading. - [UserGroupUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserGroupUpdate): In-page section heading. - [UserGroupsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserGroupsListResponse): In-page section heading. - [UserInGroup](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UserInGroup): In-page section heading. - [Username](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_Username): In-page section heading. - [UsersPermadelete](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadelete): In-page section heading. - [UsersPermadeleteDeleteReportParamsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeleteDeleteReportParamsResponse): In-page section heading. - [UsersPermadeleteJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeleteJobResponse): In-page section heading. - [UsersPermadeleteJobStatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeleteJobStatusResponse): In-page section heading. - [UsersPermadeletePreviewJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeletePreviewJobResponse): In-page section heading. - [UsersPermadeletePreviewJobStatusResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeletePreviewJobStatusResponse): In-page section heading. - [UsersPermadeletePreviewStatistics](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeletePreviewStatistics): In-page section heading. - [UsersPermadeletePreviewStatisticsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeletePreviewStatisticsResponse): In-page section heading. - [UsersPermadeleteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeleteResponse): In-page section heading. - [UsersPermadeleteSummaryReportStatistics](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeleteSummaryReportStatistics): In-page section heading. - [UsersPermadeleteSummaryReportStatisticsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/user_management.html#tocS_UsersPermadeleteSummaryReportStatisticsResponse): In-page section heading. - [Utilities](https://docs.datarobot.com/en/docs/api/reference/public-api/utilities.html): Use the endpoints described below to configure and manage encrypted credentials. - [Utilities](https://docs.datarobot.com/en/docs/api/reference/public-api/utilities.html#utilities): In-page section heading. - [Encrypt a string](https://docs.datarobot.com/en/docs/api/reference/public-api/utilities.html#encrypt-a-string): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/utilities.html#schemas): In-page section heading. - [StringEncryption](https://docs.datarobot.com/en/docs/api/reference/public-api/utilities.html#tocS_StringEncryption): In-page section heading. - [StringEncryptionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/utilities.html#tocS_StringEncryptionResponse): In-page section heading. - [Value Tracker](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html): Use the endpoints described below to manage Value Trackers, as well as add comments and host discussions. - [Value Tracker](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#value-tracker): In-page section heading. - [Post a comment](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#post-a-comment): In-page section heading. - [Delete a comment by comment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#delete-a-comment-by-comment-id): In-page section heading. - [Retrieve a comment by comment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#retrieve-a-comment-by-comment-id): In-page section heading. - [Update a comment by comment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#update-a-comment-by-comment-id): In-page section heading. - [List comments by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#list-comments-by-entitytype): In-page section heading. - [List available value tracker templates](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#list-available-value-tracker-templates): In-page section heading. - [Get an individual value tracker value template by its name by templatetype](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#get-an-individual-value-tracker-value-template-by-its-name-by-templatetype): In-page section heading. - [Calculate the value of the template by templatetype](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#calculate-the-value-of-the-template-by-templatetype): In-page section heading. - [List value trackers the requesting user has access to](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#list-value-trackers-the-requesting-user-has-access-to): In-page section heading. - [Create a new value tracker](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#create-a-new-value-tracker): In-page section heading. - [Delete a value tracker by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#delete-a-value-tracker-by-value-tracker-id): In-page section heading. - [Retrieve a value tracker by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#retrieve-a-value-tracker-by-value-tracker-id): In-page section heading. - [Update a value tracker by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#update-a-value-tracker-by-value-tracker-id): In-page section heading. - [Retrieve the activities of a value tracker by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#retrieve-the-activities-of-a-value-tracker-by-value-tracker-id): In-page section heading. - [Get the list of resources attached by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#get-the-list-of-resources-attached-by-value-tracker-id): In-page section heading. - [Attach the list of resources by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#attach-the-list-of-resources-by-value-tracker-id): In-page section heading. - [Removes a resource by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#removes-a-resource-by-value-tracker-id): In-page section heading. - [Get a resource that is attached by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#get-a-resource-that-is-attached-by-value-tracker-id): In-page section heading. - [Retrieve realized value information by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#retrieve-realized-value-information-by-value-tracker-id): In-page section heading. - [Get the list of users, groups and organizations that have access by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#get-the-list-of-users-groups-and-organizations-that-have-access-by-value-tracker-id): In-page section heading. - [Share a value tracker by value tracker ID](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#share-a-value-tracker-by-value-tracker-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#schemas): In-page section heading. - [Comment](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_Comment): In-page section heading. - [CommentList](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_CommentList): In-page section heading. - [CommentRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_CommentRetrieve): In-page section heading. - [CommentUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_CommentUpdate): In-page section heading. - [CommentUser](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_CommentUser): In-page section heading. - [CreateValueTrackerAttachment](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_CreateValueTrackerAttachment): In-page section heading. - [UseCaseInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_UseCaseInfo): In-page section heading. - [ValueTracker](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTracker): In-page section heading. - [ValueTrackerActivity](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerActivity): In-page section heading. - [ValueTrackerActivityListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerActivityListResponse): In-page section heading. - [ValueTrackerAttachment](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachment): In-page section heading. - [ValueTrackerAttachmentApplicationOverview](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentApplicationOverview): In-page section heading. - [ValueTrackerAttachmentCustomModelOverview](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentCustomModelOverview): In-page section heading. - [ValueTrackerAttachmentDatasetOverview](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentDatasetOverview): In-page section heading. - [ValueTrackerAttachmentDeploymentHealth](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentDeploymentHealth): In-page section heading. - [ValueTrackerAttachmentDeploymentOverview](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentDeploymentOverview): In-page section heading. - [ValueTrackerAttachmentDeploymentPredictionUsage](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentDeploymentPredictionUsage): In-page section heading. - [ValueTrackerAttachmentListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentListResponse): In-page section heading. - [ValueTrackerAttachmentModelPackageOverview](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentModelPackageOverview): In-page section heading. - [ValueTrackerAttachmentModelingProjectOverview](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentModelingProjectOverview): In-page section heading. - [ValueTrackerAttachmentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerAttachmentResponse): In-page section heading. - [ValueTrackerBucket](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerBucket): In-page section heading. - [ValueTrackerBucketPeriod](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerBucketPeriod): In-page section heading. - [ValueTrackerCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerCreateResponse): In-page section heading. - [ValueTrackerDrUserId](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerDrUserId): In-page section heading. - [ValueTrackerEventDescriptions](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerEventDescriptions): In-page section heading. - [ValueTrackerHealthInformation](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerHealthInformation): In-page section heading. - [ValueTrackerListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerListResponse): In-page section heading. - [ValueTrackerMonetaryValue](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerMonetaryValue): In-page section heading. - [ValueTrackerRealizedValuesOverTimeResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerRealizedValuesOverTimeResponse): In-page section heading. - [ValueTrackerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerResponse): In-page section heading. - [ValueTrackerSharingListData](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerSharingListData): In-page section heading. - [ValueTrackerSharingListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerSharingListResponse): In-page section heading. - [ValueTrackerSharingRoleUpdateData](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerSharingRoleUpdateData): In-page section heading. - [ValueTrackerSharingUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerSharingUpdate): In-page section heading. - [ValueTrackerSummary](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerSummary): In-page section heading. - [ValueTrackerTargetDate](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerTargetDate): In-page section heading. - [ValueTrackerUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerUpdate): In-page section heading. - [ValueTrackerValueCalculateTemplate](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueCalculateTemplate): In-page section heading. - [ValueTrackerValueTemplateCalculateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueTemplateCalculateResponse): In-page section heading. - [ValueTrackerValueTemplateClassification](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueTemplateClassification): In-page section heading. - [ValueTrackerValueTemplateClassificationData](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueTemplateClassificationData): In-page section heading. - [ValueTrackerValueTemplateParameterWithSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueTemplateParameterWithSchema): In-page section heading. - [ValueTrackerValueTemplateRegression](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueTemplateRegression): In-page section heading. - [ValueTrackerValueTemplateRegressionData](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueTemplateRegressionData): In-page section heading. - [ValueTrackerValueTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueTemplateResponse): In-page section heading. - [ValueTrackerValueTemplateSchema](https://docs.datarobot.com/en/docs/api/reference/public-api/value_tracker.html#tocS_ValueTrackerValueTemplateSchema): In-page section heading. - [Vector databases](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html): The following endpoints outline how to manage vector databases. - [Vector databases](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#vector-databases): In-page section heading. - [List custom model embedding validations](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#list-custom-model-embedding-validations): In-page section heading. - [Validate custom model embedding](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#validate-custom-model-embedding): In-page section heading. - [Delete custom model embedding validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#delete-custom-model-embedding-validation-by-validation-id): In-page section heading. - [Retrieve custom model embedding validation status by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#retrieve-custom-model-embedding-validation-status-by-validation-id): In-page section heading. - [Edit custom model embedding validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#edit-custom-model-embedding-validation-by-validation-id): In-page section heading. - [Revalidate custom model embedding by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#revalidate-custom-model-embedding-by-validation-id): In-page section heading. - [List custom model vector database validations](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#list-custom-model-vector-database-validations): In-page section heading. - [Validate custom model vector database](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#validate-custom-model-vector-database): In-page section heading. - [Delete custom model vector database validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#delete-custom-model-vector-database-validation-by-validation-id): In-page section heading. - [Retrieve custom model vector database validation status by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#retrieve-custom-model-vector-database-validation-status-by-validation-id): In-page section heading. - [Edit custom model vector database validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#edit-custom-model-vector-database-validation-by-validation-id): In-page section heading. - [Revalidate custom model vector database by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#revalidate-custom-model-vector-database-by-validation-id): In-page section heading. - [List vector databases](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#list-vector-databases): In-page section heading. - [Create vector database](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#create-vector-database): In-page section heading. - [Create a vector databases from a custom model deployment](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#create-a-vector-databases-from-a-custom-model-deployment): In-page section heading. - [List supported embedding models](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#list-supported-embedding-models): In-page section heading. - [List supported vector database retrieval settings](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#list-supported-vector-database-retrieval-settings): In-page section heading. - [List supported text chunking methods](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#list-supported-text-chunking-methods): In-page section heading. - [Delete vector database by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#delete-vector-database-by-vector-database-id): In-page section heading. - [Retrieve vector database by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#retrieve-vector-database-by-vector-database-id): In-page section heading. - [Edit vector database by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#edit-vector-database-by-vector-database-id): In-page section heading. - [Create custom model version by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#create-custom-model-version-by-vector-database-id): In-page section heading. - [Export vector database dataset by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#export-vector-database-dataset-by-vector-database-id): In-page section heading. - [Create new custom model version by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#create-new-custom-model-version-by-vector-database-id): In-page section heading. - [Add documents by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#add-documents-by-vector-database-id): In-page section heading. - [Retrieve vector database latest version by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#retrieve-vector-database-latest-version-by-vector-database-id): In-page section heading. - [List supported languages by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#list-supported-languages-by-vector-database-id): In-page section heading. - [Retrieve text chunks and embeddings by vector database ID](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#retrieve-text-chunks-and-embeddings-by-vector-database-id): In-page section heading. - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#schemas): In-page section heading. - [ChunkingLengthFunctionNames](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ChunkingLengthFunctionNames): In-page section heading. - [ChunkingMethodNames](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ChunkingMethodNames): In-page section heading. - [ChunkingMethodNamesTitle](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ChunkingMethodNamesTitle): In-page section heading. - [ChunkingParameterTypes](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ChunkingParameterTypes): In-page section heading. - [ChunkingParameters](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ChunkingParameters): In-page section heading. - [CreateCustomModelEmbeddingValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateCustomModelEmbeddingValidationRequest): In-page section heading. - [CreateCustomModelVectorDatabaseFromDeploymentRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateCustomModelVectorDatabaseFromDeploymentRequest): In-page section heading. - [CreateCustomModelVectorDatabaseFromValidationIdPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateCustomModelVectorDatabaseFromValidationIdPayload): In-page section heading. - [CreateCustomModelVectorDatabaseValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateCustomModelVectorDatabaseValidationRequest): In-page section heading. - [CreateCustomModelVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateCustomModelVersionResponse): In-page section heading. - [CreateVectorDatabaseCustomModelVersionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateVectorDatabaseCustomModelVersionRequest): In-page section heading. - [CreateVectorDatabaseDeploymentRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateVectorDatabaseDeploymentRequest): In-page section heading. - [CreateVectorDatabaseDeploymentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateVectorDatabaseDeploymentResponse): In-page section heading. - [CreateVectorDatabaseRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CreateVectorDatabaseRequest): In-page section heading. - [CustomEmbeddingModelNames](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CustomEmbeddingModelNames): In-page section heading. - [CustomModelEmbeddingValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CustomModelEmbeddingValidationResponse): In-page section heading. - [CustomModelResourcesRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CustomModelResourcesRequest): In-page section heading. - [CustomModelValidationStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CustomModelValidationStatus): In-page section heading. - [CustomModelVectorDatabaseValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_CustomModelVectorDatabaseValidationResponse): In-page section heading. - [DatasetLanguages](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_DatasetLanguages): In-page section heading. - [DeploymentAccessData](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_DeploymentAccessData): In-page section heading. - [DeploymentInputType](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_DeploymentInputType): In-page section heading. - [DistanceMetric](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_DistanceMetric): In-page section heading. - [EditCustomModelValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_EditCustomModelValidationRequest): In-page section heading. - [EditVectorDatabaseRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_EditVectorDatabaseRequest): In-page section heading. - [ElasticsearchConnection](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ElasticsearchConnection): In-page section heading. - [ElasticsearchConnectionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ElasticsearchConnectionRequest): In-page section heading. - [EmbeddingModel](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_EmbeddingModel): In-page section heading. - [EmbeddingModelNames](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_EmbeddingModelNames): In-page section heading. - [ExecutionStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ExecutionStatus): In-page section heading. - [HTTPValidationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_HTTPValidationErrorResponse): In-page section heading. - [ListCustomModelEmbeddingValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ListCustomModelEmbeddingValidationResponse): In-page section heading. - [ListCustomModelValidationSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ListCustomModelValidationSortQueryParam): In-page section heading. - [ListCustomModelVectorDatabaseValidationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ListCustomModelVectorDatabaseValidationsResponse): In-page section heading. - [ListVectorDatabaseSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ListVectorDatabaseSortQueryParam): In-page section heading. - [ListVectorDatabasesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ListVectorDatabasesResponse): In-page section heading. - [MetadataCombinationStrategy](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_MetadataCombinationStrategy): In-page section heading. - [MetadataDatasetPairApiFormatted](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_MetadataDatasetPairApiFormatted): In-page section heading. - [MilvusConnection](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_MilvusConnection): In-page section heading. - [MilvusConnectionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_MilvusConnectionRequest): In-page section heading. - [PineconeCloud](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_PineconeCloud): In-page section heading. - [PineconeConnection](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_PineconeConnection): In-page section heading. - [PineconeConnectionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_PineconeConnectionRequest): In-page section heading. - [PostgresConnection](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_PostgresConnection): In-page section heading. - [PostgresConnectionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_PostgresConnectionRequest): In-page section heading. - [PostgresSSLMode](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_PostgresSSLMode): In-page section heading. - [RetrievalMode](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_RetrievalMode): In-page section heading. - [SupportedCustomModelEmbeddings](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_SupportedCustomModelEmbeddings): In-page section heading. - [SupportedDeploymentType](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_SupportedDeploymentType): In-page section heading. - [SupportedEmbeddingsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_SupportedEmbeddingsResponse): In-page section heading. - [SupportedLanguagesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_SupportedLanguagesResponse): In-page section heading. - [SupportedNIMModelEmbeddings](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_SupportedNIMModelEmbeddings): In-page section heading. - [SupportedRetrievalSettingsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_SupportedRetrievalSettingsResponse): In-page section heading. - [SupportedTextChunkingResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_SupportedTextChunkingResponse): In-page section heading. - [TextChunkingConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_TextChunkingConfig): In-page section heading. - [TextChunkingMethod](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_TextChunkingMethod): In-page section heading. - [TextChunkingParameterFields](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_TextChunkingParameterFields): In-page section heading. - [UpdateConnectedVectorDatabaseRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_UpdateConnectedVectorDatabaseRequest): In-page section heading. - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_ValidationError): In-page section heading. - [VectorDatabaseDeploymentStatuses](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_VectorDatabaseDeploymentStatuses): In-page section heading. - [VectorDatabaseExportResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_VectorDatabaseExportResponse): In-page section heading. - [VectorDatabaseResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_VectorDatabaseResponse): In-page section heading. - [VectorDatabaseRetrievers](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_VectorDatabaseRetrievers): In-page section heading. - [VectorDatabaseSettingParameter](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_VectorDatabaseSettingParameter): In-page section heading. - [VectorDatabaseSettingTypes](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_VectorDatabaseSettingTypes): In-page section heading. - [VectorDatabaseSettingsRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_VectorDatabaseSettingsRequest): In-page section heading. - [VectorDatabaseSource](https://docs.datarobot.com/en/docs/api/reference/public-api/vector_databases.html#tocS_VectorDatabaseSource): In-page section heading. - [Python client changelog](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html): This was an experimental release and is subsumed by 3.10.0rc0. - [Python client changelog](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#python-client-changelog): In-page section heading. - [3.15.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#3150): In-page section heading. - [3.14.0rc2](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#3140rc2): In-page section heading. - [3.13.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#3130): In-page section heading. - [3.12.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#3120): In-page section heading. - [3.11.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#3110): In-page section heading. - [3.10.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#3100): In-page section heading. - [3.10.0b0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#3100b0): In-page section heading. - [3.9.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#391): In-page section heading. - [3.9.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#390): In-page section heading. - [3.8.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#380): In-page section heading. - [3.7.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#370): In-page section heading. - [3.6.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#360): In-page section heading. - [3.5.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#350): In-page section heading. - [3.4.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#341): In-page section heading. - [3.4.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#340): In-page section heading. - [3.3.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#330): In-page section heading. - [3.2.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#320): In-page section heading. - [3.1.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#311): In-page section heading. - [3.1.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#310): In-page section heading. - [3.0.3](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#303): In-page section heading. - [3.0.2](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#302): In-page section heading. - [3.0.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#301): In-page section heading. - [3.0.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#300): In-page section heading. - [2.29.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2290): In-page section heading. - [2.28.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2280): In-page section heading. - [2.27.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2270): In-page section heading. - [2.26.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2260): In-page section heading. - [2.25.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2250): In-page section heading. - [2.24.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2240): In-page section heading. - [2.23.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2230): In-page section heading. - [2.22.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2221): In-page section heading. - [2.21.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2210): In-page section heading. - [2.20.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2200): In-page section heading. - [2.19.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2190): In-page section heading. - [2.18.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2180): In-page section heading. - [2.17.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2170): In-page section heading. - [2.16.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2160): In-page section heading. - [2.15.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2151): In-page section heading. - [2.15.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2150): In-page section heading. - [2.14.2](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2142): In-page section heading. - [2.14.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2141): In-page section heading. - [2.14.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2140): In-page section heading. - [2.13.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2130): In-page section heading. - [2.12.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2120): In-page section heading. - [2.11.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2110): In-page section heading. - [2.9.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#290): In-page section heading. - [2.8.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#281): In-page section heading. - [2.8.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#280): In-page section heading. - [2.7.2](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#272): In-page section heading. - [2.7.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#271): In-page section heading. - [2.7.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#270): In-page section heading. - [2.6.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#261): In-page section heading. - [2.6.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#260): In-page section heading. - [2.5.1](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#251): In-page section heading. - [2.5.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#250): In-page section heading. - [2.4.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#240): In-page section heading. - [2.3.0](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#230): In-page section heading. - [2.2.33](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2233): In-page section heading. - [2.2.32](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2232): In-page section heading. - [2.1.31](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2131): In-page section heading. - [2.1.30](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2130_1): In-page section heading. - [2.1.29](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2129): In-page section heading. - [2.1.28](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2128): In-page section heading. - [2.0.27](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#2027): In-page section heading. - [0.2.26](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0226): In-page section heading. - [0.2.25](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0225): In-page section heading. - [0.2.24](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0224): In-page section heading. - [0.1.24](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0124): In-page section heading. - [0.1.23](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0123): In-page section heading. - [0.1.22](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0122): In-page section heading. - [0.1.21](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0121): In-page section heading. - [0.1.20](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0120): In-page section heading. - [0.1.19](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0119): In-page section heading. - [0.1.18](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0118): In-page section heading. - [0.1.17](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0117): In-page section heading. - [0.1.16](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0116): In-page section heading. - [0.1.15](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0115): In-page section heading. - [0.1.14](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0114): In-page section heading. - [0.1.13](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0113): In-page section heading. - [0.1.12](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0112): In-page section heading. - [0.1.11](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0111): In-page section heading. - [0.1.10](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#0110): In-page section heading. - [0.1.9](https://docs.datarobot.com/en/docs/api/reference/sdk/CHANGES.html#019): In-page section heading. - [Package architecture](https://docs.datarobot.com/en/docs/api/reference/sdk/api-object.html): Instantiate an object of this class using the data directly from the server, meaning that the keys may have the wrong camel casing - [APIObject](https://docs.datarobot.com/en/docs/api/reference/sdk/api-object.html#apiobject): In-page section heading. - [Application templates](https://docs.datarobot.com/en/docs/api/reference/sdk/application-templates.html): Template for custom activity (e.g., custom-metrics, applications). - [Custom templates](https://docs.datarobot.com/en/docs/api/reference/sdk/application-templates.html#custom-templates): In-page section heading. - [Applications](https://docs.datarobot.com/en/docs/api/reference/sdk/applications.html) - [Applications](https://docs.datarobot.com/en/docs/api/reference/sdk/applications.html#applications): In-page section heading. - [Batch monitoring](https://docs.datarobot.com/en/docs/api/reference/sdk/batch-monitoring.html): A Batch Monitoring Job is used to monitor data sets outside DataRobot app. - [Batch monitoring](https://docs.datarobot.com/en/docs/api/reference/sdk/batch-monitoring.html#batch-monitoring): In-page section heading. - [Batch predictions](https://docs.datarobot.com/en/docs/api/reference/sdk/batch-predictions.html): A Batch Prediction Job is used to score large data sets on prediction servers using the Batch Prediction API. - [Batch predictions](https://docs.datarobot.com/en/docs/api/reference/sdk/batch-predictions.html#batch-predictions): In-page section heading. - [Batch job](https://docs.datarobot.com/en/docs/api/reference/sdk/batch-predictions.html#batch-job): In-page section heading. - [Predict job](https://docs.datarobot.com/en/docs/api/reference/sdk/batch-predictions.html#predict-job): In-page section heading. - [Prediction dataset](https://docs.datarobot.com/en/docs/api/reference/sdk/batch-predictions.html#prediction-dataset): In-page section heading. - [Binary data helpers](https://docs.datarobot.com/en/docs/api/reference/sdk/binary_data_helpers.html): Returns base64 encoded string of images located in addresses passed in input collection. Input collection should hold data of valid image url addresses reachable from location where code is being e... - [Binary data helpers](https://docs.datarobot.com/en/docs/api/reference/sdk/binary_data_helpers.html#binary-data-helpers): In-page section heading. - [Blueprints](https://docs.datarobot.com/en/docs/api/reference/sdk/blueprints.html): Get the blueprint json representation used by this model. - [Blueprints](https://docs.datarobot.com/en/docs/api/reference/sdk/blueprints.html#blueprints): In-page section heading. - [Blueprint](https://docs.datarobot.com/en/docs/api/reference/sdk/blueprints.html#blueprint): In-page section heading. - [User blueprints](https://docs.datarobot.com/en/docs/api/reference/sdk/blueprints.html#user-blueprints): In-page section heading. - [Custom tasks](https://docs.datarobot.com/en/docs/api/reference/sdk/blueprints.html#custom-tasks): In-page section heading. - [Visual AI](https://docs.datarobot.com/en/docs/api/reference/sdk/blueprints.html#visual-ai): In-page section heading. - [Challenger models](https://docs.datarobot.com/en/docs/api/reference/sdk/challenger-models.html): A challenger is an alternative model being compared to the model currently deployed - [Challenger](https://docs.datarobot.com/en/docs/api/reference/sdk/challenger-models.html#challenger): In-page section heading. - [Client setup](https://docs.datarobot.com/en/docs/api/reference/sdk/client-setup.html): Configures the global API client for the Python SDK. The client will be configured in one of the following ways, in order of priority. - [Client setup](https://docs.datarobot.com/en/docs/api/reference/sdk/client-setup.html#client-setup): In-page section heading. - [Compliance documentation](https://docs.datarobot.com/en/docs/api/reference/sdk/compliance-documentation.html): Get a list of all available document types and locales. This method is deprecated. - [Compliance Documentation](https://docs.datarobot.com/en/docs/api/reference/sdk/compliance-documentation.html#compliance-documentation): In-page section heading. - [Automated documentation](https://docs.datarobot.com/en/docs/api/reference/sdk/compliance-documentation.html#automated-documentation): In-page section heading. - [Compliance documentation templates](https://docs.datarobot.com/en/docs/api/reference/sdk/compliance-documentation.html#compliance-documentation-templates): In-page section heading. - [Credentials](https://docs.datarobot.com/en/docs/api/reference/sdk/credentials.html): Creates credentials for an external OAuth provider. - [Credentials](https://docs.datarobot.com/en/docs/api/reference/sdk/credentials.html#credentials): In-page section heading. - [Custom Application Sources](https://docs.datarobot.com/en/docs/api/reference/sdk/custom-application-sources.html): A DataRobot custom application source that serves as a template for creating custom applications. - [Custom Application Sources](https://docs.datarobot.com/en/docs/api/reference/sdk/custom-application-sources.html#custom-application-sources): In-page section heading. - [Custom Applications](https://docs.datarobot.com/en/docs/api/reference/sdk/custom-applications.html): A DataRobot Custom Application with detailed resource information. - [Custom Applications](https://docs.datarobot.com/en/docs/api/reference/sdk/custom-applications.html#custom-applications): In-page section heading. - [Custom metrics](https://docs.datarobot.com/en/docs/api/reference/sdk/custom-metrics.html): Delete a custom metric associated with a deployment. - [Custom metrics](https://docs.datarobot.com/en/docs/api/reference/sdk/custom-metrics.html#custom-metrics): In-page section heading. - [Custom models](https://docs.datarobot.com/en/docs/api/reference/sdk/custom-models.html): A file item attached to a DataRobot custom model version. - [Custom models](https://docs.datarobot.com/en/docs/api/reference/sdk/custom-models.html#custom-models): In-page section heading. - [Data connectivity](https://docs.datarobot.com/en/docs/api/reference/sdk/data-connectivity.html): Creates the connector from a jar file. Only available to admin users. - [Database connectivity](https://docs.datarobot.com/en/docs/api/reference/sdk/data-connectivity.html#database-connectivity): In-page section heading. - [JDBC data preview](https://docs.datarobot.com/en/docs/api/reference/sdk/data-connectivity.html#jdbc-data-preview): In-page section heading. - [Data store](https://docs.datarobot.com/en/docs/api/reference/sdk/data-connectivity.html#data-store): In-page section heading. - [Data exports](https://docs.datarobot.com/en/docs/api/reference/sdk/data-exploration.html): Create a deployment prediction data export. Waits until ready and fetches PredictionDataExport after the export finishes. This method is blocking. - [Data exports](https://docs.datarobot.com/en/docs/api/reference/sdk/data-exploration.html#data-exports): In-page section heading. - [Data Registry](https://docs.datarobot.com/en/docs/api/reference/sdk/data-registry.html): Represents a Dataset returned from the api/v2/datasets/ endpoints. - [Datasets](https://docs.datarobot.com/en/docs/api/reference/sdk/data-registry.html#datasets): In-page section heading. - [Secondary datasets](https://docs.datarobot.com/en/docs/api/reference/sdk/data-registry.html#secondary-datasets): In-page section heading. - [Secondary dataset configurations](https://docs.datarobot.com/en/docs/api/reference/sdk/data-registry.html#secondary-dataset-configurations): In-page section heading. - [Data engine query generator](https://docs.datarobot.com/en/docs/api/reference/sdk/data-registry.html#data-engine-query-generator): In-page section heading. - [Sharing access](https://docs.datarobot.com/en/docs/api/reference/sdk/data-registry.html#sharing-access): In-page section heading. - [Sharing role](https://docs.datarobot.com/en/docs/api/reference/sdk/data-registry.html#sharing-role): In-page section heading. - [Data wrangling](https://docs.datarobot.com/en/docs/api/reference/sdk/data-wrangling.html): Data wrangling entity containing information required to transform one or more datasets and generate SQL. - [Recipes](https://docs.datarobot.com/en/docs/api/reference/sdk/data-wrangling.html#recipes): In-page section heading. - [Recipe Inputs](https://docs.datarobot.com/en/docs/api/reference/sdk/data-wrangling.html#recipe-inputs): In-page section heading. - [Recipe Operations](https://docs.datarobot.com/en/docs/api/reference/sdk/data-wrangling.html#recipe-operations): In-page section heading. - [Enums and Helpers](https://docs.datarobot.com/en/docs/api/reference/sdk/data-wrangling.html#enums-and-helpers): In-page section heading. - [Models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html): GenericModel [ModelRecord] is the object that is returned from the /modelRecords list route. It contains most generic model information. - [DataRobot Models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#datarobot-models): In-page section heading. - [Generic models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#generic-models): In-page section heading. - [Models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#models): In-page section heading. - [Prime models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#prime-models): In-page section heading. - [Blender models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#blender-models): In-page section heading. - [Datetime models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#datetime-models): In-page section heading. - [Frozen models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#frozen-models): In-page section heading. - [Rating table models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#rating-table-models): In-page section heading. - [Clustering](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#clustering): In-page section heading. - [Pareto front](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#pareto-front): In-page section heading. - [Combined models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#combined-models): In-page section heading. - [Advanced tuning](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#advanced-tuning): In-page section heading. - [Recommended models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#recommended-models): In-page section heading. - [Class mapping aggregation settings](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#class-mapping-aggregation-settings): In-page section heading. - [Model jobs](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#model-jobs): In-page section heading. - [Registry jobs](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#registry-jobs): In-page section heading. - [Missing values report](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#missing-values-report): In-page section heading. - [Registered models](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#registered-models): In-page section heading. - [Rulesets](https://docs.datarobot.com/en/docs/api/reference/sdk/datarobot-models.html#rulesets): In-page section heading. - [Deployment management](https://docs.datarobot.com/en/docs/api/reference/sdk/deployment-management.html): Create a deployment from a DataRobot custom model image. - [Deployment Management](https://docs.datarobot.com/en/docs/api/reference/sdk/deployment-management.html#deployment-management): In-page section heading. - [Deployments](https://docs.datarobot.com/en/docs/api/reference/sdk/deployment-management.html#deployments): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/api/reference/sdk/deployment-management.html#predictions): In-page section heading. - [PredictionServer](https://docs.datarobot.com/en/docs/api/reference/sdk/deployment-management.html#predictionserver): In-page section heading. - [Prediction environment](https://docs.datarobot.com/en/docs/api/reference/sdk/deployment-management.html#prediction-environment): In-page section heading. - [Errors](https://docs.datarobot.com/en/docs/api/reference/sdk/errors.html): Raised byClient.request()for requests that: : - Return a non-200 HTTP response, or - Connection refused/timeout or - Response timeout or - Malformed request - Have a malformed/missing header in the... - [Exceptions](https://docs.datarobot.com/en/docs/api/reference/sdk/errors.html#exceptions): In-page section heading. - [Data management](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html): These are features either included in the originally uploaded dataset or added to it via feature transformations. In time series projects, these will be distinct from theModelingFeatures created du... - [Features](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#features): In-page section heading. - [Restoring Discarded Features](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#restoring-discarded-features): In-page section heading. - [Feature lists](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#feature-lists): In-page section heading. - [Dataset definition](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#dataset-definition): In-page section heading. - [Relationships](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#relationships): In-page section heading. - [Relationships configuration](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#relationships-configuration): In-page section heading. - [Feature lineage](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#feature-lineage): In-page section heading. - [OCR job resources](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#ocr-job-resources): In-page section heading. - [Document text extraction](https://docs.datarobot.com/en/docs/api/reference/sdk/features.html#document-text-extraction): In-page section heading. - [LLM blueprints](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-llm-generation.html): The validation record checking the ability of the deployment to serve as a custom model LLM, custom model vector database, or custom model embedding. - [LLM Generation](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-llm-generation.html#llm-generation): In-page section heading. - [Generative AI Moderation](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-moderation.html): Details of overall moderation configuration for a model. - [Generative AI Moderation](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-moderation.html#generative-ai-moderation): In-page section heading. - [Prompting](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-prompting.html): List all chats available to the user. If the LLM blueprint is specified, results are restricted to only those chats associated with the LLM blueprint. - [Prompting](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-prompting.html#prompting): In-page section heading. - [LLM compliance tests](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-testing.html): Cost configuration for a specific LLM model; used for cost metric calculation. Price-per-token is price/reference token count. - [AI Robustness Tests](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-testing.html#ai-robustness-tests): In-page section heading. - [Vector databases](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-vector-databases.html): Validation record checking the ability of the deployment to serve as a vector database. - [Vector Databases](https://docs.datarobot.com/en/docs/api/reference/sdk/gen-vector-databases.html#vector-databases): In-page section heading. - [Python API client](https://docs.datarobot.com/en/docs/api/reference/sdk/index.html): The DataRobot Python client is a library for working with the DataRobot API. To access other clients and additional information about DataRobot’s APIs, visit theAPI documentation home. - [Python API client](https://docs.datarobot.com/en/docs/api/reference/sdk/index.html#python-api-client): In-page section heading. - [Insights](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html): Class for ROC Curve calculations. Use the standard methods of BaseInsight to compute and retrieve: compute, create, list, get. - [Insights](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#insights): In-page section heading. - [Model Performance Insights](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#model-performance-insights): In-page section heading. - [SHAP Insights](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#shap-insights): In-page section heading. - [Types](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#types): In-page section heading. - [Anomaly assessment](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#anomaly-assessment): In-page section heading. - [Confusion chart](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#confusion-chart): In-page section heading. - [Lift chart (legacy)](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#lift-chart-legacy): In-page section heading. - [Data slices](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#data-slices): In-page section heading. - [Datetime trend plots](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#datetime-trend-plots): In-page section heading. - [External scores and insights](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#external-scores-and-insights): In-page section heading. - [Feature association](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#feature-association): In-page section heading. - [Feature association matrix details](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#feature-association-matrix-details): In-page section heading. - [Feature association featurelists](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#feature-association-featurelists): In-page section heading. - [Feature effects](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#feature-effects): In-page section heading. - [Payoff matrix](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#payoff-matrix): In-page section heading. - [Prediction explanations](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#prediction-explanations): In-page section heading. - [Rating table](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#rating-table): In-page section heading. - [ROC curve (legacy)](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#roc-curve-legacy): In-page section heading. - [Word Cloud](https://docs.datarobot.com/en/docs/api/reference/sdk/insights.html#word-cloud): In-page section heading. - [Jobs](https://docs.datarobot.com/en/docs/api/reference/sdk/jobs.html): Tracks asynchronous work being done within a project - [Job](https://docs.datarobot.com/en/docs/api/reference/sdk/jobs.html#job): In-page section heading. - [Key-Values](https://docs.datarobot.com/en/docs/api/reference/sdk/key_values.html) - [Key-Values](https://docs.datarobot.com/en/docs/api/reference/sdk/key_values.html#key-values): In-page section heading. - [Memory](https://docs.datarobot.com/en/docs/api/reference/sdk/memory.html): A memory space groups related sessions and memories together, providing an isolation boundary for conversational, semantic, and episodic memories in agentic applications. - [Memory](https://docs.datarobot.com/en/docs/api/reference/sdk/memory.html#memory): In-page section heading. - [MLOps event](https://docs.datarobot.com/en/docs/api/reference/sdk/mlops_event.html): An MLOps Event Object: An object representing an important MLOps activity that happened. For example, health, service issues with the DataRobot deployment or a prediction environment or a particula... - [MLOps event](https://docs.datarobot.com/en/docs/api/reference/sdk/mlops_event.html#mlops-event): In-page section heading. - [Notebooks](https://docs.datarobot.com/en/docs/api/reference/sdk/notebooks.html): Types of notebook sessions. Triggered sessions include notebook job runs whether manually triggered or scheduled. - [Notebooks](https://docs.datarobot.com/en/docs/api/reference/sdk/notebooks.html#notebooks): In-page section heading. - [Projects](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html): Either accepts an AdvancedOptions object or individual keyword arguments. This is an inplace update. - [Projects](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html#projects): In-page section heading. - [Project](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html#project): In-page section heading. - [Advanced options](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html#advanced-options): In-page section heading. - [Partitioning](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html#partitioning): In-page section heading. - [Status check job](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html#status-check-job): In-page section heading. - [Segmented modeling](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html#segmented-modeling): In-page section heading. - [External baseline validation](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html#external-baseline-validation): In-page section heading. - [Calendar file](https://docs.datarobot.com/en/docs/api/reference/sdk/projects.html#calendar-file): In-page section heading. - [Administration](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-admin.html): These endpoints cover the requisite functionality for administrators to manage their organization’s DataRobot deployment and application. These workflows include authentication, user management and... - [Administration](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-admin.html#administration): In-page section heading. - [Applications](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-applications.html): DataRobot offers various approaches for building applications that allow you to share machine learning projects. No-code applications are used to visualize, optimize, or otherwise interact with a m... - [Applications](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-applications.html#applications): In-page section heading. - [Client configuration](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-clientconfig.html): This section provides configuration and troubleshooting insights that are fundamental to the Python API client. These pages include details on how to set up the API client, insight into error messa... - [Client configuration](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-clientconfig.html#client-configuration): In-page section heading. - [Collaboration](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-collaboration.html): Teams can efficiently organize and deliver on their machine learning project goals with DataRobot’s collaborative capabilities, which enable business and engineering stakeholders to come together t... - [Collaboration](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-collaboration.html#collaboration): In-page section heading. - [Data preparation](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-data-prep.html): DataRobot’s data preparation offerings give you the ability to analyze, ingest, and transform your data for modeling and inference workflows. These endpoints include the functionality for creating ... - [Data preparation](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-data-prep.html#data-preparation): In-page section heading. - [Data Registry](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-data-registry.html): Read below to learn about managing data, including topics such as the Data Registry, datasets, feature lists, and blueprints. Reference theGlossaryand UI documentation for more information about th... - [Data Registry](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-data-registry.html#data-registry): In-page section heading. - [Deliver](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-deliver.html): Deliver endpoints focus on the ways you can bring predictive and generative AI into production. This includes common deployment, monitoring, and model management functionality used to observe and m... - [Deliver](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-deliver.html#deliver): In-page section heading. - [Deployments](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-deployment-management.html): This section contains endpoints that are the central hub for deployment management activity. It serves as a coordination point for all stakeholders involved in bringing models into production, incl... - [Deployments](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-deployment-management.html#deployments): In-page section heading. - [Developer tools](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-dev-tools.html): DataRobot offers native tools for accelerating code iteration and development for data scientists and app developers. DataRobot Notebooks and Codespaces provide a fully managed, hosted platform wor... - [Developer tools](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-dev-tools.html#developer-tools): In-page section heading. - [Develop](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-develop.html): Develop endpoints focus on the various ways you can build models of various types in DataRobot. These include LLM generation, end-to-end project development for machine learning models, and buildin... - [Develop](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-develop.html#develop): In-page section heading. - [Generative AI](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-genai.html): DataRobot’s Generative AI capabilities allow you to build enterprise-grade generative API applications using state-of-the-art LLMs and comprehensive evaluation tooling. These endpoints include the ... - [Generative AI](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-genai.html#generative-ai): In-page section heading. - [Secure and govern](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-govern.html): DataRobot offers a rich governance framework for organizations to ensure quality and regulatory compliance for their predictive and generative AI models in production. These endpoints control gover... - [Secure and govern](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-govern.html#secure-and-govern): In-page section heading. - [Mitigation](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-mitigation.html): Machine learning models in production environments have a complex lifecycle; maintaining the predictive value of these models requires a robust and repeatable process to manage that lifecycle. With... - [Mitigation](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-mitigation.html#mitigation): In-page section heading. - [Modeling](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-ml.html): These sections describe aspects of preparing to build, building, and managing predictive AI models and projects with DataRobot. - [Modeling](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-ml.html#modeling): In-page section heading. - [Monitoring](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-observability.html): To trust a model to power mission-critical operations, you must have confidence in all aspects of model deployment. By closely tracking the performance of models in production, you can identify pot... - [Monitoring](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-observability.html#monitoring): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-predictions.html): These endpoints include the functionality to make predictions on your trained model to assess model performance prior to deployment on training data or external test data, as well as create and man... - [Predictions](https://docs.datarobot.com/en/docs/api/reference/sdk/tag-predictions.html#predictions): In-page section heading. - [Training predictions](https://docs.datarobot.com/en/docs/api/reference/sdk/training_predictions.html): Lazily fetches training predictions from DataRobot API in chunks of specified size and then iterates rows from responses as named tuples. Each row represents a training prediction computed for a da... - [Training predictions](https://docs.datarobot.com/en/docs/api/reference/sdk/training_predictions.html#training-predictions): In-page section heading. - [Use cases](https://docs.datarobot.com/en/docs/api/reference/sdk/use-cases.html): Returns the Use Cases associated with this account. - [Use cases](https://docs.datarobot.com/en/docs/api/reference/sdk/use-cases.html#use-cases): In-page section heading. - [Self-Managed AI Platform API resources](https://docs.datarobot.com/en/docs/api/reference/self-managed.html): Learn about the resources available for self-managed DataRobot deployments. - [Self-Managed AI Platform API resources](https://docs.datarobot.com/en/docs/api/reference/self-managed.html#self-managed-ai-platform-api-resources): In-page section heading. - [Install commands](https://docs.datarobot.com/en/docs/api/reference/self-managed.html#install-commands): In-page section heading. - [Feature Discovery support in No-Code AI Apps](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/app-ft-cache.html): Create No-Code AI Apps from Feature Discovery projects. - [Feature Discovery support in No-Code AI Apps](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/app-ft-cache.html#feature-discovery-support-in-no-code-ai-apps): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/app-ft-cache.html#feature-considerations): In-page section heading. - [Prefill application templates](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/app-prefill.html): Prefill applications upon creation to more easily visualize the end-user experience. - [Prefill application templates](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/app-prefill.html#prefill-application-templates): In-page section heading. - [Set the prediction data source](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/app-prefill.html#set-the-prediction-data-source): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/app-prefill.html#feature-considerations): In-page section heading. - [AI App preview features](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/index.html): Read preliminary documentation for app-related features currently in the DataRobot preview pipeline. - [AI App preview features](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/index.html#ai-app-preview-features): In-page section heading. - [Available application preview documentation](https://docs.datarobot.com/en/docs/classic-ui/app-builder/app-preview/index.html#available-application-preview-documentation): In-page section heading. - [Create applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/create-app.html): Create No-Code AI Apps to enable core DataRobot services while using a no-code interface. - [Create applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/create-app.html#create-applications): In-page section heading. - [Template options](https://docs.datarobot.com/en/docs/classic-ui/app-builder/create-app.html#template-options): In-page section heading. - [From the Applications tab](https://docs.datarobot.com/en/docs/classic-ui/app-builder/create-app.html#from-the-applications-tab): In-page section heading. - [From the Leaderboard](https://docs.datarobot.com/en/docs/classic-ui/app-builder/create-app.html#from-the-leaderboard): In-page section heading. - [From a deployment](https://docs.datarobot.com/en/docs/classic-ui/app-builder/create-app.html#from-a-deployment): In-page section heading. - [Manage applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/current-app.html): View, share, and delete current No-Code AI Apps. - [Manage applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/current-app.html#manage-applications): In-page section heading. - [Duplicate applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/current-app.html#duplicate-applications): In-page section heading. - [Share applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/current-app.html#share-applications): In-page section heading. - [Delete an application](https://docs.datarobot.com/en/docs/classic-ui/app-builder/current-app.html#delete-an-application): In-page section heading. - [Upload custom applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/app-upload-custom.html): Create custom applications in DataRobot to share machine learning projects using web applications, including Streamlit and Dash. - [Upload custom applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/app-upload-custom.html#upload-custom-applications): In-page section heading. - [Create a custom application](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/app-upload-custom.html#create-a-custom-application): In-page section heading. - [Host custom applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/custom-apps-hosting.html): Host a custom application, such as a Streamlit app, in DataRobot using a DataRobot execution environment. - [Host applications with DRApps](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/custom-apps-hosting.html#host-applications-with-drapps): In-page section heading. - [Install the DRApps CLI tool](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/custom-apps-hosting.html#install-the-drapps-cli-tool): In-page section heading. - [Use the DRApps CLI](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/custom-apps-hosting.html#use-the-drapps-cli): In-page section heading. - [Deploy an example app](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/custom-apps-hosting.html#deploy-an-example-app): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/custom-apps-hosting.html#feature-considerations): In-page section heading. - [Custom apps](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/index.html): Create custom applications in DataRobot to share machine learning projects using web applications, including Streamlit and Dash. - [Custom apps](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/index.html#custom-apps): In-page section heading. - [Manage custom applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/manage-custom-apps.html): Create custom applications in DataRobot to share machine learning projects using web applications like Streamlit, Dash, and Plotly. - [Manage custom applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/manage-custom-apps.html#manage-custom-applications): In-page section heading. - [Share applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/manage-custom-apps.html#share-applications): In-page section heading. - [Delete an application](https://docs.datarobot.com/en/docs/classic-ui/app-builder/custom-apps/manage-custom-apps.html#delete-an-application): In-page section heading. - [Pages](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-pages.html): Use pages in No-Code AI Apps to organize and group insights. - [Pages](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-pages.html#pages): In-page section heading. - [Create pages](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-pages.html#create-pages): In-page section heading. - [Delete pages](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-pages.html#delete-pages): In-page section heading. - [Settings](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-settings.html): Edit general configuration details and sharing permissions, and view usage information for No-Code AI Apps. - [Settings](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-settings.html#settings): In-page section heading. - [General Configuration](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-settings.html#general-configuration): In-page section heading. - [Permissions](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-settings.html#permissions): In-page section heading. - [App Usage](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-settings.html#app-usage): In-page section heading. - [Widgets](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-widgets.html): Add and configure widgets in No-Code AI Apps to create visual, interactive, and purpose-driven end-user applications. - [Widgets](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-widgets.html#widgets): In-page section heading. - [Add widgets](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-widgets.html#add-widgets): In-page section heading. - [Configure widgets](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/app-widgets.html#configure-widgets): In-page section heading. - [Edit no-code applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/index.html): Modify the configuration of current No-Code AI Apps using widgets. - [Edit no-code applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/index.html#edit-no-code-applications): In-page section heading. - [UI overview](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/index.html#ui-overview): In-page section heading. - [What-if and Optimizer](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/whatif-opt.html): Describes how to configure the What-if and Optimizer widget—a scenario comparison and optimizer tool. - [What-if and Optimizer](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/whatif-opt.html#what-if-and-optimizer): In-page section heading. - [Custom optimization expressions](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/whatif-opt.html#custom-optimization-expressions): In-page section heading. - [Constrain sum of features](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/whatif-opt.html#constrain-sum-of-features): In-page section heading. - [Flexible features](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/whatif-opt.html#flexible-features): In-page section heading. - [Constraints](https://docs.datarobot.com/en/docs/classic-ui/app-builder/edit-apps/whatif-opt.html#constraints): In-page section heading. - [AI Apps](https://docs.datarobot.com/en/docs/classic-ui/app-builder/index.html): Create and configure AI-powered applications using a no-code interface to enable core DataRobot services without having to build models and evaluate their performance in DataRobot. - [AI Apps](https://docs.datarobot.com/en/docs/classic-ui/app-builder/index.html#ai-apps): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/app-builder/index.html#feature-considerations): In-page section heading. - [Default widgets](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/default-widgets.html): Lists default widgets in No-Code AI Apps, by page, and their customization options. - [Default widgets](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/default-widgets.html#default-widgets): In-page section heading. - [Home page](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/default-widgets.html#home-page): In-page section heading. - [Create Prediction page](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/default-widgets.html#create-prediction-page): In-page section heading. - [Prediction Details page](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/default-widgets.html#prediction-details-page): In-page section heading. - [AI App reference](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/index.html): Reference material for No-Code AI Apps. - [AI App reference](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/index.html#ai-app-reference): In-page section heading. - [Optional widgets](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/optional-widgets.html): Lists optional widgets in No-Code AI Apps and their customization options. - [Optional widgets](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/optional-widgets.html#optional-widgets): In-page section heading. - [Filters](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/optional-widgets.html#filters): In-page section heading. - [Charts](https://docs.datarobot.com/en/docs/classic-ui/app-builder/reference/optional-widgets.html#charts): In-page section heading. - [Time series applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/ts-app.html): Use No-Code AI Apps to consume time series insights. - [Time series applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/ts-app.html#time-series-applications): In-page section heading. - [Configure a time series deployment](https://docs.datarobot.com/en/docs/classic-ui/app-builder/ts-app.html#configure-a-time-series-deployment): In-page section heading. - [Create an application](https://docs.datarobot.com/en/docs/classic-ui/app-builder/ts-app.html#create-an-application): In-page section heading. - [Score predictions](https://docs.datarobot.com/en/docs/classic-ui/app-builder/ts-app.html#score-predictions): In-page section heading. - [View prediction results](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/app-analyze-result.html): View prediction information and insights for individual predictions in No-Code AI Apps. - [View prediction results](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/app-analyze-result.html#view-prediction-results): In-page section heading. - [Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/app-analyze-result.html#prediction-explanations): In-page section heading. - [What-if and Optimizer](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/app-analyze-result.html#what-if-and-optimizer): In-page section heading. - [Make predictions](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/app-make-pred.html): Make single record or batch predictions in No-Code AI Apps. - [Make predictions](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/app-make-pred.html#make-predictions): In-page section heading. - [Batch predictions](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/app-make-pred.html#batch-predictions): In-page section heading. - [Single record predictions](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/app-make-pred.html#single-record-predictions): In-page section heading. - [Use no-code applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/index.html): Test different No-Code AI App configurations before sharing the app with end-users. - [Use no-code applications](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/index.html#use-no-code-applications): In-page section heading. - [UI overview](https://docs.datarobot.com/en/docs/classic-ui/app-builder/use-apps/index.html#ui-overview): In-page section heading. - [Work with assets](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html): How to work with individual catalog assets, including metadata and feature lists, view relationships and version history, and create snapshots. - [Work with assets](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#work-with-assets): In-page section heading. - [Find existing assets](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#find-existing-assets): In-page section heading. - [View asset information](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#view-dataset-information): In-page section heading. - [Profile your data](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#profile-your-data): In-page section heading. - [View and create feature lists](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#view-and-create-feature-lists): In-page section heading. - [Manage relationships](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#manage-relationships): In-page section heading. - [View version history](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#view-version-history): In-page section heading. - [Add comments](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#add-comments): In-page section heading. - [Create a snapshot](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#create-a-snapshot): In-page section heading. - [Create a project](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog-asset.html#create-a-project): In-page section heading. - [Load data](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog.html): How to add external data using JDBC or a SQL query, configure fast registration, and upload calendars for time series projects. - [Import data to the AI Catalog](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog.html#import-data-to-the-ai-catalog): In-page section heading. - [From external connections](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog.html#from-external-connections): In-page section heading. - [From a SQL Query](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog.html#from-a-sql-query): In-page section heading. - [Configure fast registration](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog.html#configure-fast-registration): In-page section heading. - [Upload calendars](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog.html#upload-calendars): In-page section heading. - [Personal data detection](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/catalog.html#personal-data-detection): In-page section heading. - [AI Catalog](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/index.html): The AI Catalog is a searchable collection of registered objects that contains definitions and relationships between various object types. Items stored in the catalog include data connections, data ... - [AI Catalog](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/index.html#ai-catalog): In-page section heading. - [Manage assets](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/manage-asset.html): How to download, delete, and share actions individually or in bulk. - [Manage assets](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/manage-asset.html#manage-assets): In-page section heading. - [Download](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/manage-asset.html#download): In-page section heading. - [Share](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/manage-asset.html#share): In-page section heading. - [Delete](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/manage-asset.html#delete): In-page section heading. - [Perform bulk actions](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/manage-asset.html#perform-bulk-actions): In-page section heading. - [Schedule snapshots](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/snapshot.html): To keep a dataset in sync with the data source, you can schedule snapshots at specified intervals through the AI Catalog. - [Schedule snapshots](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/snapshot.html#schedule-snapshots): In-page section heading. - [Schedule refresh tasks](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/snapshot.html#schedule-refresh-tasks): In-page section heading. - [Prepare data with Spark SQL](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/spark.html): On the Add menu, Prepare data with Spark SQL lets you prepare a new dataset from a single dataset or blend several datasets using a Spark SQL query. - [Prepare data in AI Catalog with Spark SQL](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/spark.html#prepare-data-in-ai-catalog-with-spark-sql): In-page section heading. - [Support information](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/spark.html#support-information): In-page section heading. - [Create blended datasets](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/spark.html#create-blended-datasets): In-page section heading. - [Create a query](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/spark.html#create-a-query): In-page section heading. - [Preview results](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/spark.html#preview-results): In-page section heading. - [Save results to the AI Catalog](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/spark.html#save-results-to-the-ai-catalog): In-page section heading. - [Edit queries](https://docs.datarobot.com/en/docs/classic-ui/data/ai-catalog/spark.html#edit-queries): In-page section heading. - [Analyze frequent values](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-frequent-values.html): This page describes how to use the Frequent Values chart. The chart is a histogram that shows the number of rows containing each value of a feature and the percentage of rows for each value of the ... - [Analyze frequent values](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-frequent-values.html#analyze-frequent-values): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-frequent-values.html#overview): In-page section heading. - [Load and view your dataset](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-frequent-values.html#load-and-view-your-dataset): In-page section heading. - [View average target values](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-frequent-values.html#view-average-target-values): In-page section heading. - [Related reading](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-frequent-values.html#related-reading): In-page section heading. - [Analyze features using histograms](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-histogram.html): How to analyze numeric features using histograms, which let you analyze the distribution of values and view outlier values. - [Analyze features using histograms](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-histogram.html#analyze-features-using-histograms): In-page section heading. - [Set feature distribution](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-histogram.html#set-feature-distribution): In-page section heading. - [Calculate outliers](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-histogram.html#calculate-outliers): In-page section heading. - [View average target values](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-histogram.html#view-average-target-values): In-page section heading. - [Related reading](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/analyze-histogram.html#related-reading): In-page section heading. - [Assess data quality with EDA](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/assess-data-quality-eda.html): How DataRobot performs Exploratory Data Analysis (EDA) and how to assess the quality of your data at each stage of EDA. - [Assess data quality with EDA](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/assess-data-quality-eda.html#assess-data-quality-with-eda): In-page section heading. - [Stages of EDA](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/assess-data-quality-eda.html#stages-of-eda): In-page section heading. - [Load and view your dataset](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/assess-data-quality-eda.html#load-and-view-your-dataset): In-page section heading. - [Assess after EDA1](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/assess-data-quality-eda.html#assess-after-eda1): In-page section heading. - [Assess after EDA2](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/assess-data-quality-eda.html#assess-after-eda2): In-page section heading. - [Investigate feature importance](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/assess-data-quality-eda.html#investigate-feature-importance): In-page section heading. - [Related reading](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/assess-data-quality-eda.html#related-reading): In-page section heading. - [Data Quality Assessment](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/data-quality.html): The Data Quality Assessment automatically detects and often handles data quality issues such as outliers, leading or trailing zeros, target leakage, and many more. - [Data Quality Assessment](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/data-quality.html#data-quality-assessment): In-page section heading. - [Explore the assessment](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/data-quality.html#explore-the-assessment): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/data-quality.html#feature-considerations): In-page section heading. - [Feature Associations](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/feature-assoc.html): How to navigate and use the Feature Associations tab, which provides a matrix to help you track and visualize associations within your data. - [Feature Associations](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/feature-assoc.html#feature-associations): In-page section heading. - [View the matrix](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/feature-assoc.html#view-the-matrix): In-page section heading. - [Details pane](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/feature-assoc.html#details-pane): In-page section heading. - [Feature association pairs](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/feature-assoc.html#feature-association-pairs): In-page section heading. - [Control the matrix view](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/feature-assoc.html#control-the-matrix-view): In-page section heading. - [More info...](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/feature-assoc.html#more-info): In-page section heading. - [Feature details](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/histogram.html): How to work with a feature on the Data page, to view its details and also (in some cases) modify its type. - [Feature details](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/histogram.html#feature-details): In-page section heading. - [Informational tags](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/histogram.html#informational-tags): In-page section heading. - [Available feature details](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/histogram.html#available-feature-details): In-page section heading. - [Summarized categorical features](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/histogram.html#summarized-categorical-features): In-page section heading. - [Average target values](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/histogram.html#average-target-values): In-page section heading. - [Analyze data](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/index.html): Interpret the findings and visualizations created by DataRobot. - [Analyze data](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/index.html#analyze-data): In-page section heading. - [Exploratory Spatial Data Analysis (ESDA)](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/lai-esda.html): DataRobot Location AI provides tools to conduct ESDA. The tools let you interactively visualize and aggregate target, numeric, and categorical features on a map. - [Exploratory Spatial Data Analysis (ESDA)](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/lai-esda.html#exploratory-spatial-data-analysis-esda): In-page section heading. - [Location visualization](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/lai-esda.html#location-visualization): In-page section heading. - [Feature Over Space](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/lai-esda.html#feature-over-space): In-page section heading. - [Kernel density map](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/lai-esda.html#kernel-density-map): In-page section heading. - [Hexagon map](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/lai-esda.html#hexagon-map): In-page section heading. - [Heat map](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/lai-esda.html#heat-map): In-page section heading. - [Use data pipelines for ingest and transformation](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/pipelines.html): This workflow illustrates how a reusable data pipeline can be constructed to keep the datasets cataloged inside DataRobot up-to-date and ready for experimentation, batch predictions, or automated r... - [Use data pipelines for ingest and transformation](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/pipelines.html#use-data-pipelines-for-ingest-and-transformation): In-page section heading. - [What is a data pipeline?](https://docs.datarobot.com/en/docs/classic-ui/data/analyze-data/pipelines.html#what-is-a-data-pipeline): In-page section heading. - [Data connections](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/data-conn.html): Learn how to integrate with a variety of data sources using the - [Data connections](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/data-conn.html#data-connections): In-page section heading. - [Database connectivity workflow](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/data-conn.html#database-connectivity-workflow): In-page section heading. - [Allowed source IP addresses](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/data-conn.html#allowed-source-ip-addresses): In-page section heading. - [Create a new connection](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/data-conn.html#create-a-new-connection): In-page section heading. - [Add data sources](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/data-conn.html#add-data-sources): In-page section heading. - [Share data connections](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/data-conn.html#share-data-connections): In-page section heading. - [Data connections](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/index.html): Connect to various data sources and manage stored credentials. - [Data connections](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/index.html#data-connections): In-page section heading. - [Share secure configurations](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/secure-config.html): Allows IT admins to configure OAuth-based authentication parameters for a data connection, and then securely share them with other users without exposing sensitive fields. - [Share secure configurations](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/secure-config.html#share-secure-configurations): In-page section heading. - [IT admins](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/secure-config.html#it-admins): In-page section heading. - [Users](https://docs.datarobot.com/en/docs/classic-ui/data/connect-data/secure-config.html#users): In-page section heading. - [Data FAQ](https://docs.datarobot.com/en/docs/classic-ui/data/data-faq.html): Provides a list, with brief answers, of frequently asked data preparation and management questions. Answers links to more complete documentation. - [Data FAQ](https://docs.datarobot.com/en/docs/classic-ui/data/data-faq.html#data-faq): In-page section heading. - [Data preview features](https://docs.datarobot.com/en/docs/classic-ui/data/data-preview/index.html): Read preliminary documentation for data-related features currently in the DataRobot preview pipeline. - [Data preview features](https://docs.datarobot.com/en/docs/classic-ui/data/data-preview/index.html#data-preview-features): In-page section heading. - [Available data preview documentation](https://docs.datarobot.com/en/docs/classic-ui/data/data-preview/index.html#available-data-preview-documentation): In-page section heading. - [Create feature lists in the Relationship Editor](https://docs.datarobot.com/en/docs/classic-ui/data/data-preview/safer-rel-editor-feature-lists.html): Create custom feature lists and transform features in DataRobot's Relationship Editor. - [Create feature lists in the Relationship Editor](https://docs.datarobot.com/en/docs/classic-ui/data/data-preview/safer-rel-editor-feature-lists.html#create-feature-lists-in-the-relationship-editor): In-page section heading. - [Access the Relationship Editor](https://docs.datarobot.com/en/docs/classic-ui/data/data-preview/safer-rel-editor-feature-lists.html#access-the-relationship-editor): In-page section heading. - [Create a feature list](https://docs.datarobot.com/en/docs/classic-ui/data/data-preview/safer-rel-editor-feature-lists.html#create-a-feature-list): In-page section heading. - [Transform features](https://docs.datarobot.com/en/docs/classic-ui/data/data-preview/safer-rel-editor-feature-lists.html#transform-features): In-page section heading. - [Import to DataRobot directly](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/import-to-dr.html): This section provides detailed steps for importing without using the catalog, by drag and drop, URL, and HDFS. - [Import to DataRobot directly](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/import-to-dr.html#import-data-to-DataRobot-directly): In-page section heading. - [Guidelines for imports](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/import-to-dr.html#guidelines-for-imports): In-page section heading. - [Create a project](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/import-to-dr.html#create-a-project): In-page section heading. - [Import methods](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/import-to-dr.html#import-methods): In-page section heading. - [Project creation and analysis](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/import-to-dr.html#project-creation-and-analysis): In-page section heading. - [Import data](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/index.html): DataRobot lets you import data using multiple methods, including uploading dataset files locally, uploading from URLs, and connecting to data sources. - [Import data](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/index.html#import-data): In-page section heading. - [Fast EDA for large datasets](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/large-data/fast-eda.html): Overview of Fast Exploratory Data Analysis (EDA) for large datasets, and how to apply early target selection. - [Early target selection](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/large-data/fast-eda.html#early-target-selection): In-page section heading. - [Fast EDA application](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/large-data/fast-eda.html#fast-eda-application): In-page section heading. - [Fast EDA and early target selection](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/large-data/fast-eda.html#fast-eda-and-early-target-selection): In-page section heading. - [Apply early target selection](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/large-data/fast-eda.html#apply-early-target-selection): In-page section heading. - [More info...](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/large-data/fast-eda.html#more-info): In-page section heading. - [Work with large datasets](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/large-data/index.html): This section provides information on working with large datasets. Consider Fast EDA for large sets up to 10GB; use scalable ingest for sets up to 100GB. - [Large datasets](https://docs.datarobot.com/en/docs/classic-ui/data/import-data/large-data/index.html#large-datasets): In-page section heading. - [Data](https://docs.datarobot.com/en/docs/classic-ui/data/index.html): How to manage data for machine learning, including importing and transforming data, and connecting to data sources. - [Data](https://docs.datarobot.com/en/docs/classic-ui/data/index.html#data): In-page section heading. - [How to build a feature store in DataRobot](https://docs.datarobot.com/en/docs/classic-ui/data/index.html#how-to-build-a-feature-store-in-datarobot): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/data/index.html#feature-considerations): In-page section heading. - [Interaction-based transformations](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-disc.html): Without a secondary dataset, Feature Discovery does not run. But with settings you can automatically create features using interactions in your primary dataset. - [Interactions-based transformations](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-disc.html#interaction-based-transformations): In-page section heading. - [Search for interactions](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-disc.html#search-for-interactions): In-page section heading. - [Feature lists and created features](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-disc.html#feature-lists-and-created-features): In-page section heading. - [Explore new features](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-disc.html#explore-new-features): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-disc.html#feature-considerations): In-page section heading. - [End-to-end Feature Discovery](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html): How Feature Discovery helps you combine datasets of different granularities and perform automated feature engineering. - [End-to-end Feature Discovery](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html#end-to-end-feature-discovery): In-page section heading. - [Takeaways](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html#takeaways): In-page section heading. - [Load the datasets to AI Catalog](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html#load-the-datasets-to-ai-catalog): In-page section heading. - [Add secondary datasets](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html#add-secondary-datasets): In-page section heading. - [Define relationships](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html#define-relationships): In-page section heading. - [Build your models](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html#build-your-models): In-page section heading. - [Review derived features](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html#review-derived-features): In-page section heading. - [Score models built with Feature Discovery](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/enrich-data-using-feature-discovery.html#score-models-built-with-feature-discovery): In-page section heading. - [Feature Discovery settings](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-adv-opt.html): How to set Feature Discovery advanced options, including feature engineering controls and feature reduction. - [Feature Discovery settings](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-adv-opt.html#feature-discovery-settings): In-page section heading. - [Feature engineering controls](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-adv-opt.html#feature-engineering-controls): In-page section heading. - [Feature reduction](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-adv-opt.html#feature-reduction): In-page section heading. - [Derived features](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-gen.html): Complete details on new features DataRobot derives during Feature Discovery, and how to work with these features on the Data page after EDA2 completes. - [Derived features](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-gen.html#derived-features): In-page section heading. - [Analysis of derived features](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-gen.html#analysis-of-derived-features): In-page section heading. - [Set up Feature Discovery projects](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html): How to create a project from multiple datasets. You define the relationships. Feature Discovery aggregates the secondary datasets to enrich the primary dataset. - [Set up Feature Discovery projects](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#set-up-feature-discovery-projects): In-page section heading. - [Get started with Feature Discovery](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#get-started-with-feature-discovery): In-page section heading. - [Add datasets](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#add-datasets): In-page section heading. - [Manually define relationships](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#manually-define-relationships): In-page section heading. - [Automatically generate relationships](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#automatically-generate-relationships): In-page section heading. - [Work with datasets](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#work-with-datasets): In-page section heading. - [Test relationship quality](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#test-relationship-quality): In-page section heading. - [Start the project](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#start-the-project): In-page section heading. - [Share assets](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-overview.html#share-assets): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-predict.html): You can make predictions with models using engineered features the same way as with any other DataRobot model, using the Make Predictions or the Deploy tab. - [Predictions](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-predict.html#predictions): In-page section heading. - [Select a secondary dataset configuration](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-predict.html#select-a-secondary-dataset-configuration): In-page section heading. - [Use Make Predictions](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-predict.html#use-make-predictions): In-page section heading. - [Use Deploy for batch predictions](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-predict.html#use-deploy-for-batch-predictions): In-page section heading. - [Snowflake integration](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-snowflake.html): How to set up an integration between DataRobot and Snowflake that allows joint users to both execute data science projects in DataRobot and perform computations in Snowflake. - [Snowflake integration](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-snowflake.html#snowflake-integration): In-page section heading. - [Time-aware feature engineering](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-time.html): How to configure time-aware feature engineering using only information available before the prediction point. - [Time-aware feature engineering](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-time.html#time-aware-feature-engineering): In-page section heading. - [Prediction point and time indexes](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-time.html#prediction-point-and-time-indexes): In-page section heading. - [Prediction point rounding](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-time.html#prediction-point-rounding): In-page section heading. - [Determine the final cutoff](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/fd-time.html#determine-the-final-cutoff): In-page section heading. - [Feature Discovery](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/index.html): With DataRobot, you can automatically discover and generate new features from multiple datasets, without consolidating manually. - [Feature Discovery](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/index.html#feature-discovery): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-discovery/index.html#feature-considerations): In-page section heading. - [Manual transformations](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-transforms.html): Manually create feature transformations using the natural logarithm, squaring, running functions on numeric data, or changing the variable type, if appropriate. - [Manual transformations](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-transforms.html#manual-transformations): In-page section heading. - [Create transformations](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-transforms.html#create-transformations): In-page section heading. - [Variable type transformations](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-transforms.html#variable-type-transformations): In-page section heading. - [Transform options and syntax](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/feature-transforms.html#transform-options-and-syntax): In-page section heading. - [Transform data](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/index.html): Perform transformations and feature discovery using DataRobot's feature engineering tools. - [Transform data](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/index.html#transform-data): In-page section heading. - [What is feature engineering?](https://docs.datarobot.com/en/docs/classic-ui/data/transform-data/index.html#what-is-feature-engineering): In-page section heading. - [Cell actions](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-action-nb.html): Describes the various actions available to control notebook cells. - [Cell actions](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-action-nb.html#cell-actions): In-page section heading. - [Modal editor](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-action-nb.html#modal-editor): In-page section heading. - [Keyboard shortcuts](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-action-nb.html#keyboard-shortcuts): In-page section heading. - [Create and execute cells](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-cell-nb.html): Describes how to create and execute cells in DataRobot Notebooks. - [Create and execute cells](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-cell-nb.html#create-and-execute-cells): In-page section heading. - [Code intelligence](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-code-int.html): Describes the code intelligence capabilities available for code cells in DataRobot Notebooks. - [Code intelligence](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-code-int.html#code-intelligence): In-page section heading. - [Environment management](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-env-nb.html): Describes the environment management capabilities of the DataRobot Notebook platform. - [Environment management](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-env-nb.html#environment-management): In-page section heading. - [Manage the notebook environment](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-env-nb.html#manage-the-notebook-environment): In-page section heading. - [Custom environment images](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-env-nb.html#custom-environment-images): In-page section heading. - [Built-in environment images](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-env-nb.html#built-in-environment-images): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-env-nb.html#environment-variables): In-page section heading. - [Edit existing variables](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-env-nb.html#edit-existing-variables): In-page section heading. - [Azure OpenAI Service integration](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-openai-nb.html): Use Azure's OpenAI assistant to generate code in DataRobot Notebooks. - [Azure OpenAI Service integration](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-openai-nb.html#openai-assistant): In-page section heading. - [Use the Code Assistant](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-openai-nb.html#use-the-code-assistant): In-page section heading. - [Notebook terminals](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-terminal-nb.html): Describes the terminal integration available for DataRobot Notebooks. - [Notebook terminals](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-terminal-nb.html#notebook-terminals): In-page section heading. - [Create a terminal window](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/dr-terminal-nb.html#create-a-terminal-window): In-page section heading. - [Notebook coding experience](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/index.html): Learn about the coding experience in DataRobot Notebooks. - [Notebook coding experience](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/code-nb/index.html#notebook-coding-features): In-page section heading. - [DataRobot Notebooks](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/index.html): Read documentation for DataRobot's notebook platform. - [Notebooks](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/index.html#notebooks): In-page section heading. - [Browser compatibility](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/index.html#browser-compatibility): In-page section heading. - [Add notebooks](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/manage-nb/dr-create-nb.html): Learn how to create new DataRobot notebooks, import existing notebooks, and export notebooks as .ipynb files. - [Add notebooks](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/manage-nb/dr-create-nb.html#add-notebooks): In-page section heading. - [Notebook versioning](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/manage-nb/dr-revise-nb.html): Learn how to maintain versions of DataRobot Notebooks. - [Notebook versioning](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/manage-nb/dr-revise-nb.html#notebook-versioning): In-page section heading. - [Notebook settings](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/manage-nb/dr-settings-nb.html): Learn about the options available for DataRobot Notebook settings. - [Notebook settings](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/manage-nb/dr-settings-nb.html#notebook-settings): In-page section heading. - [Manage notebooks](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/manage-nb/index.html): Learn how to create, configure, and manage DataRobot Notebooks. - [Manage notebooks](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/manage-nb/index.html#manage-notebooks): In-page section heading. - [Notebook FAQ](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/notebook-faq-classic.html): Answers questions and provides tips for working with DataRobot Notebooks in Workbench. - [Notebook FAQ](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/notebook-faq-classic.html#notebook-faq): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/dr-notebooks/notebook-faq-classic.html#feature-considerations): In-page section heading. - [Classic UI documentation](https://docs.datarobot.com/en/docs/classic-ui/index.html): Learn every aspect of the DataRobot workflow, from importing data to deploying and managing models. - [Classic UI documentation](https://docs.datarobot.com/en/docs/classic-ui/index.html#classic-ui-documentation): In-page section heading. - [Deploy models on AWS EKS](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/deploy-dr-models-on-aws.html): Deploy and monitor DataRobot models on AWS Elastic Kubernetes Service (EKS). - [Deploy models on AWS EKS](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/deploy-dr-models-on-aws.html#deploy-models-on-aws-eks): In-page section heading. - [Before you start](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/deploy-dr-models-on-aws.html#before-you-start): In-page section heading. - [Deploy models to EKS](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/deploy-dr-models-on-aws.html#deploy-models-to-eks): In-page section heading. - [Wrap-up](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/deploy-dr-models-on-aws.html#wrap-up): In-page section heading. - [Import data from AWS S3](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/import-from-aws-s3.html): Import data from AWS S3 to start a DataRobot ML project. - [Import data from AWS S3](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/import-from-aws-s3.html#import-data-from-aws-s3): In-page section heading. - [Private S3 buckets](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/import-from-aws-s3.html#private-s3-buckets): In-page section heading. - [AWS](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/index.html): Integrate DataRobot with Amazon Web Services. - [AWS](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/index.html#aws): In-page section heading. - [Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/index.html#lambda): In-page section heading. - [SageMaker](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/index.html#sagemaker): In-page section heading. - [Ingest data with AWS Athena](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/ingest-athena.html): Ingest AWS Athena and Parquet data for machine learning. - [Ingest data with AWS Athena](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/ingest-athena.html#ingest-data-with-aws-athena): In-page section heading. - [Parquet overview](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/ingest-athena.html#parquet-overview): In-page section heading. - [Data for project creation](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/ingest-athena.html#data-for-project-creation): In-page section heading. - [AWS Athena](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/ingest-athena.html#aws-athena): In-page section heading. - [AWS Glue](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/ingest-athena.html#aws-glue): In-page section heading. - [Create a project in DataRobot](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/ingest-athena.html#create-a-project-in-datarobot): In-page section heading. - [Wrap-up](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/ingest-athena.html#wrap-up): In-page section heading. - [AWS Lambda reporting to MLOps](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html): A serverless method of AWS Lambda reporting actuals to DataRobot MLOps. - [AWS Lambda reporting to MLOps](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#aws-lambda-reporting-to-mlops): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#architecture): In-page section heading. - [Create or use an existing S3 bucket](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#create-or-use-an-existing-s3-bucket): In-page section heading. - [Create an IAM Role for the Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#create-an-iam-role-for-the-lambda): In-page section heading. - [Create the Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#create-the-lambda): In-page section heading. - [Add the Lambda trigger](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#add-the-lambda-trigger): In-page section heading. - [Create and add a Lambda layer](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#create-and-add-a-lambda-layer): In-page section heading. - [Define the Lambda code](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#define-the-lambda-code): In-page section heading. - [Set Lambda environment variables](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#set-lambda-environment-variables): In-page section heading. - [Set Lambda resource settings](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#set-lambda-resource-settings): In-page section heading. - [Run the Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#run-the-lambda): In-page section heading. - [Wrap-up](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/aws-lambda-reporting-to-mlops.html#wrap-up): In-page section heading. - [AWS Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/index.html): Integrate DataRobot with AWS Lambda. - [AWS Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/index.html#aws-lambda): In-page section heading. - [Use DataRobot Prime with AWS Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/prime-lambda.html): Use DataRobot Prime to download a DataRobot model and deploy it using AWS Lambda. - [Use DataRobot Prime models with AWS Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/prime-lambda.html#use-datarobot-prime-models-with-aws-lambda): In-page section heading. - [Why deploy on AWS Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/prime-lambda.html#why-deploy-on-aws-lambda): In-page section heading. - [Setup](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/prime-lambda.html#setup): In-page section heading. - [Test the Lambda function](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/prime-lambda.html#test-the-lambda-function): In-page section heading. - [Use Scoring Code with AWS Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/sc-lambda.html): Learn how to integrate Scoring Code models with AWS Lambda. - [Use Scoring Code with AWS Lambda](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/lambda/sc-lambda.html#use-scoring-code-with-aws-lambda): In-page section heading. - [Path-based routing to PPS](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html): Path-based routing to Portable Prediction Servers on AWS. - [Path-based routing to PPSs on AWS](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html#path-based-routing-to-ppss-on-aws): In-page section heading. - [Before you start](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html#before-you-start): In-page section heading. - [Create an Amazon EKS cluster](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html#create-an-amazon-eks-cluster): In-page section heading. - [Deploy the NGINX Ingress controller](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html#deploy-the-nginx-ingress-controller): In-page section heading. - [Create and deploy services to Kubernetes](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html#create-and-deploy-services-to-kubernetes): In-page section heading. - [Create and deploy Ingress resource for path-based routing](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html#create-and-deploy-ingress-resource-for-path-based-routing): In-page section heading. - [Clean up](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html#clean-up): In-page section heading. - [Wrap-up](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/path-based-routing-to-pps-on-aws.html#wrap-up): In-page section heading. - [Amazon SageMaker](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/index.html): Integrate DataRobot with Amazon SageMaker. - [Amazon SageMaker](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/index.html#amazon-sagemaker): In-page section heading. - [Deploy models on SageMaker](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sagemaker-deploy.html): Deploy models on SageMaker and monitor them with MLOps Agents. - [Deploy models on SageMaker](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sagemaker-deploy.html#deploy-models-on-sagemaker): In-page section heading. - [Use Scoring Code with AWS SageMaker](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html): Using Scoring Code models with AWS SageMaker. - [Use Scoring Code with AWS SageMaker](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html#use-scoring-code-with-aws-sagemaker): In-page section heading. - [Download Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html#download-scoring-code): In-page section heading. - [Upload Scoring Code to an AWS S3 bucket](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html#upload-scoring-code-to-an-aws-s3-bucket): In-page section heading. - [Publish a Docker image to Amazon ECR](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html#publish-a-docker-image-to-amazon-ecr): In-page section heading. - [Create the model](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html#create-the-model): In-page section heading. - [Create an endpoint configuration](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html#create-an-endpoint-configuration): In-page section heading. - [Make predictions](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html#make-predictions): In-page section heading. - [Considerations](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/sagemaker/sc-sagemaker.html#considerations): In-page section heading. - [Score Snowflake data on AWS EMR Spark](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html): Scoring Snowflake data using DataRobot Scoring Code on AWS EMR Spark. - [Score Snowflake data on AWS EMR Spark](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html#score-snowflake-data-on-aws-emr-spark): In-page section heading. - [About the technologies](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html#about-the-technologies): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html#architecture): In-page section heading. - [Development Environment](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html#development-environment): In-page section heading. - [Create Secrets](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html#create-secrets): In-page section heading. - [Source SQL Query](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html#source-sql-query): In-page section heading. - [Spark Code (Scala)](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html#spark-code-scala): In-page section heading. - [Productionalize the Pipeline](https://docs.datarobot.com/en/docs/classic-ui/integrations/aws/score-snowflake-aws-emr-spark.html#productionalize-the-pipeline): In-page section heading. - [Deploy and monitor DataRobot models in Azure Kubernetes Service](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html): Deploy and monitor DataRobot models in Azure Kubernetes Service - [Deploy and monitor DataRobot models in Azure Kubernetes Service](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#deploy-and-monitor-datarobot-models-in-azure-kubernetes-service): In-page section heading. - [Create a model](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#create-a-model): In-page section heading. - [Create an image with the model package](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#create-an-image-with-the-model-package): In-page section heading. - [Create an Azure Container Registry](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#create-an-azure-container-registry): In-page section heading. - [Push the model image to ACR](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#push-the-model-image-to-acr): In-page section heading. - [Create an AKS cluster](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#create-an-aks-cluster): In-page section heading. - [Deploy a model to AKS](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#deploy-a-model-to-aks): In-page section heading. - [Score predictions with Postman](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#score-predictions-with-postman): In-page section heading. - [Configure autoscaling and high availability](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#configure-autoscaling-and-high-availability): In-page section heading. - [Report usage to DataRobot MLOps via monitoring agents](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html#report-usage-to-datarobot-mlops-via-monitoring-agents): In-page section heading. - [Run Batch Prediction jobs from Azure Blob Storage](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/azure-blob-storage-batch-pred.html): Run Batch Prediction jobs from Azure Blob Storage - [Run Batch Prediction jobs from Azure Blob Storage](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/azure-blob-storage-batch-pred.html#run-batch-prediction-jobs-from-azure-blob-storage): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/azure-blob-storage-batch-pred.html#prerequisites): In-page section heading. - [Create stored credentials in DataRobot](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/azure-blob-storage-batch-pred.html#create-stored-credentials-in-datarobot): In-page section heading. - [Set up and run a Batch Prediction job](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/azure-blob-storage-batch-pred.html#set-up-and-run-a-batch-prediction-job): In-page section heading. - [More information](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/azure-blob-storage-batch-pred.html#more-information): In-page section heading. - [Azure](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/index.html): Integrate DataRobot with Azure cloud services. - [Azure](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/index.html#azure): In-page section heading. - [Deploy and monitor ML.NET models with DataRobot MLOps](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/mlnet-deploy-and-monitor.html): Deploy and monitor ML.NET models with DataRobot MLOps - [Deploy and monitor ML.NET models with DataRobot MLOps](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/mlnet-deploy-and-monitor.html#deploy-and-monitor-ml-net-models-with-datarobot-mlops): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/mlnet-deploy-and-monitor.html#prerequisites): In-page section heading. - [Create a DataRobot MLOps environment package](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/mlnet-deploy-and-monitor.html#create-a-datarobot-mlops-environment-package): In-page section heading. - [Upload the DataRobot MLOps environment package](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/mlnet-deploy-and-monitor.html#upload-the-datarobot-mlops-environment-package): In-page section heading. - [Upload and test the ML.NET model in DataRobot MLOps](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/mlnet-deploy-and-monitor.html#upload-and-test-the-mlnet-model-in-datarobot-mlops): In-page section heading. - [Make predictions with the new ML.NET model](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/mlnet-deploy-and-monitor.html#make-predictions-with-the-new-mlnet-model): In-page section heading. - [Use Scoring Code with Azure ML](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/sc-azureml.html): Import Scoring Code models to Azure ML to make prediction requests using Azure. - [Use Scoring Code with Azure ML](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/sc-azureml.html#use-scoring-code-with-azure-ml): In-page section heading. - [Deploy and monitor Spark models with DataRobot MLOps](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/spark-deploy-and-monitor.html): Deploy and monitor Spark models with DataRobot MLOps - [Deploy and monitor Spark models with DataRobot MLOps](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/spark-deploy-and-monitor.html#deploy-and-monitor-spark-models-with-datarobot-mlops): In-page section heading. - [Create a model](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/spark-deploy-and-monitor.html#create-a-model): In-page section heading. - [Deploy a model](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/spark-deploy-and-monitor.html#deploy-a-model): In-page section heading. - [Install the MLOps monitoring agent and library](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/spark-deploy-and-monitor.html#install-the-mlops-monitoring-agent-and-library): In-page section heading. - [Run your Model](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/spark-deploy-and-monitor.html#run-your-model): In-page section heading. - [Report usage to MLOps via monitoring agents](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/spark-deploy-and-monitor.html#report-usage-to-mlops-via-monitoring-agents): In-page section heading. - [Deploy and monitor models on GCP](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/google-cloud-platform.html): Deploy and monitor DataRobot models on Google Cloud Platform (GCP). - [Deploy and monitor models on GCP](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/google-cloud-platform.html#deploy-and-monitor-models-on-gcp): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/google-cloud-platform.html#overview): In-page section heading. - [Procedure](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/google-cloud-platform.html#procedure): In-page section heading. - [Create an external deployment](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/google-cloud-platform.html#create-an-external-deployment): In-page section heading. - [K8s configuration files](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/google-cloud-platform.html#K8s-configuration-files): In-page section heading. - [Google](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/index.html): Deploying and monitoring DataRobot models on Google Cloud Platform (GCP) and Google Kubernetes Engine (GKE). - [Google](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/index.html#google): In-page section heading. - [Deploy the MLOps agent on GKE](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/mlops-agent-with-gke.html): Deploy the MLOps agent on GKE to monitor DataRobot models. - [Deploy the MLOps agent on GKE](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/mlops-agent-with-gke.html#deploy-the-mlops-agent-on-gke): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/mlops-agent-with-gke.html#overview): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/mlops-agent-with-gke.html#prerequisites): In-page section heading. - [Procedure](https://docs.datarobot.com/en/docs/classic-ui/integrations/google/mlops-agent-with-gke.html#procedure): In-page section heading. - [Integrations](https://docs.datarobot.com/en/docs/classic-ui/integrations/index.html): Step-by-step instructions to perform tasks within the DataRobot application as well as partners, cloud providers, and 3rd party vendors. - [Integrations](https://docs.datarobot.com/en/docs/classic-ui/integrations/index.html#integrations): In-page section heading. - [Snowflake](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/index.html): Guides around integrating DataRobot with Snowflake - [Snowflake](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/index.html#snowflake): In-page section heading. - [Real-time predictions](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-client-scoring.html): Use the DataRobot Prediction API for real-time predictions. - [Real-time predictions](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-client-scoring.html#real-time-predictions): In-page section heading. - [Use the Prediction API](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-client-scoring.html#use-the-prediction-api): In-page section heading. - [Snowflake external functions and streams](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html): Use external API call functions to create a Snowflake scoring pipeline. - [Snowflake external functions and streams](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#snowflake-external-functions-and-streams): In-page section heading. - [Technologies used](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#technologies-used): In-page section heading. - [External UDF architecture](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#external-udf-architecture): In-page section heading. - [Create the remote service (AWS Lambda)](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#create-the-remote-service-aws-lambda): In-page section heading. - [Configure the proxy service](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#configure-the-proxy-service): In-page section heading. - [Configure the Snowflake-to-IAM role trust relationship](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#configure-the-snowflake-to-IAM-role-trust-relationship): In-page section heading. - [Create the external function](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#create-the-external-function): In-page section heading. - [Call the external function](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#call-the-external-function): In-page section heading. - [Streaming ingest with streams and tasks](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#streaming-ingest-with-streams-and-tasks): In-page section heading. - [Ingest and scoring pipeline complete](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-function-streams.html#ingest-and-scoring-pipeline-complete): In-page section heading. - [Large batch scoring](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-large-batch.html): Use the DataRobot Batch Prediction API to mix and match source and target data sources. - [DataRobot and Snowflake: Large batch scoring and object storage](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-large-batch.html#datarobot-and-snowflake-large-batch-scoring-and-object-storage): In-page section heading. - [Snowflake adapter integration](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-large-batch.html#snowflake-adapter-integration): In-page section heading. - [Snowflake JDBC to DataRobot to S3 stage to Snowflake](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-large-batch.html#snowflake-jdbc-to-datarobot-to-s3-stage-to-snowflake): In-page section heading. - [Snowflake to S3 stage to DataRobot to S3 stage to Snowflake](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-large-batch.html#snowflake-to-s3-stage-to-datarobot-to-s3-stage-to-snowflake): In-page section heading. - [Data ingest and project creation](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-project-creation.html): Retrieve data for Snowflake project creation. - [Data ingest and project creation](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-project-creation.html#data-ingest-and-project-creation): In-page section heading. - [PUSH: DataRobot Modeling API](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-project-creation.html#push-datarobot-modeling-api): In-page section heading. - [PULL: Snowflake JDBC SQL](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-project-creation.html#pull-snowflake-jdbc-sql): In-page section heading. - [Server-side model scoring](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-server-scoring.html): Use the DataRobot Batch Prediction API for server-side model scoring. - [Server-side scoring](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-server-scoring.html#server-side-scoring): In-page section heading. - [Batch Prediction API](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-server-scoring.html#batch-prediction-api): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-server-scoring.html#feature-considerations): In-page section heading. - [DataRobot UI](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-server-scoring.html#datarobot-ui): In-page section heading. - [DataRobot API](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/sf-server-scoring.html#datarobot-api): In-page section heading. - [Generate Snowflake UDF Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/snowflake-sc.html): Use the DataRobot Scoring Code JAR as a user-defined function (UDF) on Snowflake. - [Generate Snowflake UDF Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/snowflake-sc.html#generate-snowflake-udf-scoring-code): In-page section heading. - [Access Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/snowflake-sc.html#access-scoring-code): In-page section heading. - [Feature Considerations](https://docs.datarobot.com/en/docs/classic-ui/integrations/snowflake/snowflake-sc.html#feature-considerations): In-page section heading. - [Set up accuracy monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/accuracy-settings.html): Configure accuracy monitoring on a deployment's Accuracy Settings tab. - [Set up accuracy monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/accuracy-settings.html#set-up-accuracy-monitoring): In-page section heading. - [Enable target monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/accuracy-settings.html#enable-target-monitoring): In-page section heading. - [Select an association ID](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/accuracy-settings.html#select-an-association-id): In-page section heading. - [Add actuals](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/accuracy-settings.html#add-actuals): In-page section heading. - [Upload actuals with the API](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/accuracy-settings.html#upload-actuals-with-the-api): In-page section heading. - [Define accuracy monitoring notifications](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/accuracy-settings.html#define-accuracy-monitoring-notifications): In-page section heading. - [Configure challengers](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/challengers-settings.html): Configure deployments using the Challengers tab to store prediction request data at the row level and replay predictions on a schedule. - [Configure challengers](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/challengers-settings.html#configure-challengers): In-page section heading. - [Set up custom metrics monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/custom-metrics-settings.html): Enable custom metrics monitoring by defining the - [Set up custom metrics monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/custom-metrics-settings.html#set-up-custom-metrics-monitoring): In-page section heading. - [Define custom metric monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/custom-metrics-settings.html#define-custom-metric-monitoring-settings): In-page section heading. - [Set up data drift monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/data-drift-settings.html): Configure data drift monitoring on a deployment's Data Drift Settings tab. - [Set up data drift monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/data-drift-settings.html#set-up-data-drift-monitoring): In-page section heading. - [Define data drift monitoring notifications](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/data-drift-settings.html#define-data-drift-monitoring-notifications): In-page section heading. - [Enable data exploration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/data-exploration-settings.html): Enable prediction row storage for a deployment, allowing you to export the stored prediction and training data to compute and monitor custom business or performance metrics. - [Enable data exploration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/data-exploration-settings.html#enable-data-exploration): In-page section heading. - [Set up fairness monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/fairness-settings.html): Configure fairness monitoring on a deployment's Fairness Settings tab. - [Set up fairness monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/fairness-settings.html#set-up-fairness-monitoring): In-page section heading. - [Select a fairness metric](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/fairness-settings.html#select-a-fairness-metric): In-page section heading. - [Define fairness monitoring notifications](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/fairness-settings.html#define-fairness-monitoring-notifications): In-page section heading. - [Set up humility rules](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/humility-settings.html): Configure humility rules which enable models to recognize, in real-time, when they make uncertain predictions or receive data they have not seen before. When they recognize conditions you specify i... - [Set up humility rules](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/humility-settings.html#set-up-humility-rules): In-page section heading. - [Create humility rules](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/humility-settings.html#create-humility-rules): In-page section heading. - [Edit humility rules](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/humility-settings.html#edit-humility-rules): In-page section heading. - [Prediction warnings](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/humility-settings.html#prediction-warnings): In-page section heading. - [Multiseries humility rules](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/humility-settings.html#multiseries-humility-rules): In-page section heading. - [Humility tab considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/humility-settings.html#humility-tab-considerations): In-page section heading. - [Deployment settings](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/index.html): After you create and configure a deployment, you can use the settings tabs for individual features to add or update deployment functionality. - [Deployment settings](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/index.html#deployment-settings): In-page section heading. - [Configure predictions settings](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/predictions-settings.html): The Predictions Settings tab provides details about your deployment's inference (also known as scoring) data. - [Configure predictions settings](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/predictions-settings.html#configure-prediction-settings): In-page section heading. - [Set prediction autoscaling settings for DataRobot serverless deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/predictions-settings.html#set-prediction-autoscaling-settings-for-datarobot-serverless-deployments): In-page section heading. - [Set feature discovery project settings](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/predictions-settings.html#set-feature-discovery-project-settings): In-page section heading. - [Set prediction intervals for time series deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/predictions-settings.html#set-prediction-intervals-for-time-series-deployments): In-page section heading. - [Configure retraining](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/retraining-settings.html): To maintain model performance after deployment without extensive manual work, enable Automated Retraining by configuring the general retraining settings and then defining retraining policies. - [Configure retraining](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/retraining-settings.html#Configure-retraining): In-page section heading. - [Select a retraining user](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/retraining-settings.html#select-a-retraining-user): In-page section heading. - [Choose a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/retraining-settings.html#choose-a-prediction-environment): In-page section heading. - [Provide retraining data](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/retraining-settings.html#provide-retraining-data): In-page section heading. - [Set up service health monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/service-health-settings.html): Configure segmented analysis to access drill-down analysis of service health, data drift, and accuracy statistics by filtering them into unique segment attributes and values. - [Set up service health monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/service-health-settings.html#set-up-service-health-monitoring): In-page section heading. - [Set up timeliness tracking](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/usage-settings.html): Configure timeliness tracking for predictions and actuals on the Usage Settings tab; define the timeliness interval frequency based on the prediction timestamp and the actuals upload time separatel... - [Set up timeliness tracking](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment-settings/usage-settings.html#set-up-timeliness-tracking): In-page section heading. - [Custom environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/custom-environments.html): Describes how to build a custom environment when a custom model requires something not contained in one of DataRobot's built-in environments. - [Custom environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/custom-environments.html#custom-environments): In-page section heading. - [Custom environment guidelines](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/custom-environments.html#custom-environment-guidelines): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/custom-environments.html#environment-variables): In-page section heading. - [Create the environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/custom-environments.html#create-the-environment): In-page section heading. - [Test the environment locally](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/custom-environments.html#test-the-environment-locally): In-page section heading. - [Add a custom environment to DataRobot](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/custom-environments.html#add-a-custom-environment-to-datarobot): In-page section heading. - [Self-Managed AI Platform admins](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/custom-environments.html#self-managed-ai-platform-admins): In-page section heading. - [Drop-in environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/drop-in-environments.html): Describes DataRobot's built-in custom model environments. - [Drop-in environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/drop-in-environments.html#drop-in-environments): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/drop-in-environments.html#environment-variables): In-page section heading. - [Custom model environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/index.html): How to set up an environment for custom inference models created in the Custom Model Workshop. - [Custom model environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-environments/index.html#custom-model-environments): In-page section heading. - [Create custom inference models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-inf-model.html): How to build a custom inference model in the Custom Model Workshop. - [Create custom inference models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-inf-model.html#create-custom-inference-models): In-page section heading. - [Create a new custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-inf-model.html#create-a-new-custom-model): In-page section heading. - [Manage custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-actions.html): How to use the Actions menu, which lets you share and delete custom models and environments. - [Manage custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-actions.html#manage-custom-models): In-page section heading. - [Share](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-actions.html#share): In-page section heading. - [Delete a model or environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-actions.html#delete-a-model-or-environment): In-page section heading. - [Manage custom model dependencies](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-dependencies.html): Describes how to manage these dependencies from the Workshop and update the base drop-in environments to support your model code. - [Manage custom model dependencies](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-dependencies.html#manage-custom-model-dependencies): In-page section heading. - [GitHub Actions for custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-github-action.html): The custom models action manages custom inference models and deployments in DataRobot via GitHub CI/CD workflows. - [GitHub Actions for custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-github-action.html#github-actions-for-custom-models): In-page section heading. - [GitHub Actions quickstart](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-github-action.html#github-actions-quickstart): In-page section heading. - [Access commit information in DataRobot](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-github-action.html#access-commit-information-in-DataRobot): In-page section heading. - [Register custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-reg.html): Register a custom model in the Model Registry. The Model Registry is an archive of your model packages where you can also deploy and share the packages. - [Register custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-reg.html#register-custom-models): In-page section heading. - [Add files from remote repos to custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-repos.html): Add files from remote repositories, including Bitbucket, GitHub, GitHub Enterprise, S3, GitLab, and GitLab Enterprise to the models you create in the Custom Model Workshop. - [Add files from remote repos to custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-repos.html#add-files-from-remote-repos-to-custom-models): In-page section heading. - [Add a remote repository](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-repos.html#add-a-remote-repository): In-page section heading. - [Pull files from the repository](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-repos.html#pull-files-from-the-repository): In-page section heading. - [Manage custom model resources](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-resource-mgmt.html): Configure the resources the model consumes to facilitate smooth deployment and minimize potential environment errors in production. - [Manage custom model resources](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-resource-mgmt.html#manage-custom-model-resources): In-page section heading. - [Test custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-test.html): Follow the custom inference model testing workflow. Understand the types of tests employed and the insights available to verify performance, stability, and predictions. - [Test custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-test.html#test-custom-models): In-page section heading. - [Testing workflow](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-test.html#testing-workflow): In-page section heading. - [Testing overview](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-test.html#testing-overview): In-page section heading. - [Add training data to a custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-training-data.html): How to assign training data to a custom model in the Custom Model Workshop. - [Add training data to a custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-training-data.html#add-training-data-to-a-custom-model): In-page section heading. - [Add custom model versions](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-versions.html): Update a model's contents to create a new version of the model due to new package versions, different preprocessing steps, hyperparameters, etc. - [Add custom model versions](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-versions.html#add-custom-model-versions): In-page section heading. - [Create a new minor version](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-versions.html#create-a-new-minor-version): In-page section heading. - [Create a new major version](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/custom-model-versions.html#create-a-new-major-version): In-page section heading. - [Create custom model proxies for external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/ext-model-proxy.html): Create custom model proxies for external models in the Custom Model Workshop. - [Create custom model proxies for external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/ext-model-proxy.html#create-custom-model-proxies-for-external-models): In-page section heading. - [Add proxy code](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/ext-model-proxy.html#add-proxy-code): In-page section heading. - [Create a proxy model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/ext-model-proxy.html#create-a-proxy-model): In-page section heading. - [Custom Model Workshop](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/index.html): Using custom inference models, you can bring your own pre-trained models into DataRobot. DataRobot supports models built with languages like Python, R, and Java. - [Custom Model Workshop](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/custom-model-workshop/index.html#custom-model-workshop): In-page section heading. - [Prepare custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/index.html): Prepare to create deployments from custom models - [Prepare custom models for deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/index.html#prepare-custom-models-for-deployment): In-page section heading. - [Custom Model Workshop](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/index.html#custom-model-workshop): In-page section heading. - [Custom model assembly](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/index.html#custom-model-assembly): In-page section heading. - [Custom model environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/index.html#custom-model-environments): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/custom-models/index.html#feature-considerations): In-page section heading. - [Configure deployment settings](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-deploy-info.html): When you add a deployment, configure the deployment by adding the prediction environment and enabling accuracy and data drift tracking, among other settings. - [Configure a deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-deploy-info.html#configure-a-deployment): In-page section heading. - [Standard options and information](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-deploy-info.html#standard-options-and-information): In-page section heading. - [Model information](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-deploy-info.html#model-information): In-page section heading. - [Prediction history and service health](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-deploy-info.html#prediction-history-and-service-health): In-page section heading. - [Advanced options](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-deploy-info.html#advanced-options): In-page section heading. - [Deploy the model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-deploy-info.html#deploy-the-model): In-page section heading. - [Add prediction data post-deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-prediction-data-post-deploy.html): How to add historical prediction data after a model is deployed. - [Add prediction data post-deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/add-prediction-data-post-deploy.html#add-prediction-data-post-deployment): In-page section heading. - [Deploy custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-custom-inf-model.html): How to deploy custom models, pre-trained models assembled in the Custom Model Workshop. - [Deploy custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-custom-inf-model.html#deploy-custom-models): In-page section heading. - [Register and deploy a custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-custom-inf-model.html#register-and-deploy-a-custom-model): In-page section heading. - [Deploy a registered custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-custom-inf-model.html#deploy-a-registered-custom-model): In-page section heading. - [Deploy external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-external-model.html): How to deploy external models by registering and deploying a model package or by uploading training data for the external model directly. - [Deploy external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-external-model.html#deploy-external-models): In-page section heading. - [Deploy a registered external model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-external-model.html#deploy-a-registered-external-model): In-page section heading. - [Deploy an external model by uploading training data](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-external-model.html#deploy-an-external-model-by-uploading-training-data): In-page section heading. - [Configure an external deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-external-model.html#configure-an-external-deployment): In-page section heading. - [Configure prediction data for time series scoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-external-model.html#configure-prediction-data-for-time-series-scoring): In-page section heading. - [Deploy DataRobot models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-model.html): How to create new deployments from DataRobot AutoML models. - [Deploy DataRobot models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-model.html#deploy-datarobot-models): In-page section heading. - [Register and deploy a model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-model.html#register-and-deploy-a-model): In-page section heading. - [Deploy a registered model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-model.html#deploy-a-registered-model): In-page section heading. - [Use shared modeling workers](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-model.html#use-shared-modeling-workers): In-page section heading. - [Deploy models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/index.html): How to create deployments from DataRobot models, custom inference models, and external models. - [Deploy models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/index.html#deploy-models): In-page section heading. - [Custom model in a DataRobot environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-dr-env.html): How to deploy a custom model in a DataRobot prediction environment. - [Deploy a custom model in a DataRobot Environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-dr-env.html#deploy-a-custom-model-in-a-datarobot-environment): In-page section heading. - [Create a custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-dr-env.html#create-a-custom-model): In-page section heading. - [Prepare the custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-dr-env.html#prepare-the-custom-model): In-page section heading. - [Register the custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-dr-env.html#register-the-custom-model): In-page section heading. - [Deploy the custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-dr-env.html#deploy-the-custom-model): In-page section heading. - [Custom model in a PPS](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-pps-env.html): How to deploy a custom model in a Portable Prediction Server. - [Deploy a custom model in a Portable Prediction Server](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-pps-env.html#deploy-a-custom-model-in-a-portable-prediction-server): In-page section heading. - [Create a custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-pps-env.html#create-a-custom-model): In-page section heading. - [Prepare the custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-pps-env.html#prepare-the-custom-model): In-page section heading. - [Register the custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-pps-env.html#register-the-custom-model): In-page section heading. - [Deploy the custom model externally to a PPS](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/cus-model-pps-env.html#deploy-the-custom-model-to-a-pps): In-page section heading. - [DataRobot model in a DataRobot environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-dr-env.html): How to deploy a DataRobot model in a DataRobot environment. - [Deploy a DataRobot model in a DataRobot environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-dr-env.html#deploy-a-datarobot-model-in-a-datarobot-environment): In-page section heading. - [Deploy a model from the Leaderboard](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-dr-env.html#deploy-a-model-from-the-leaderboard): In-page section heading. - [Register a model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-dr-env.html#register-a-model): In-page section heading. - [Deploy a model from the Model Registry](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-dr-env.html#deploy-a-model-from-the-model-registry): In-page section heading. - [DataRobot model in a PPS](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-pps-env.html): How to deploy a DataRobot model in a Portable Prediction Server. - [Deploy a DataRobot model in a Portable Prediction Server](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-pps-env.html#deploy-a-datarobot-model-in-a-portable-prediction-server): In-page section heading. - [Register a model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-pps-env.html#register-a-model): In-page section heading. - [Deploy the model externally to a PPS](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/dr-model-pps-env.html#deploy-the-model-to-a-pps): In-page section heading. - [Monitor an external model with the monitoring agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html): How to monitor an external model with the monitoring agent. - [Monitor an external model with the MLOps agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html#monitor-an-external-model-with-the-mlops-agent): In-page section heading. - [Decide to monitor an existing external model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html#decide-to-monitor-an-external-model): In-page section heading. - [Register an external model package](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html#register-an-external-model-package): In-page section heading. - [Add an external prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html#add-an-external-prediction-environment): In-page section heading. - [Deploy the model to an external prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html#deploy-the-model-package-to-an-external-prediction-environment): In-page section heading. - [Obtain the MLOps agent tarball and your API key](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html#obtain-the-mlops-agent-tarball-and-your-api-key): In-page section heading. - [Install and configure the MLOps agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html#install-and-configure-the-mlops-agent): In-page section heading. - [Configure the MLOps agent and library spooler](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-cus-model-ext-env.html#configure-mlops-agent-and-library-spooler): In-page section heading. - [Scoring Code in an external environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-dr-model-ext-env.html): How to deploy an exported DataRobot model's Scoring Code in an external environment. - [Deploy Scoring Code in an external environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-dr-model-ext-env.html#deploy-scoring-code-in-an-external-environment): In-page section heading. - [Select a Scoring Code enabled model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-dr-model-ext-env.html#select-a-scoring-code-enabled-model): In-page section heading. - [Register the model](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-dr-model-ext-env.html#register-the-model): In-page section heading. - [Deploy the model's Scoring Code externally](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/ext-dr-model-ext-env.html#deploy-the-models-scoring-code-externally): In-page section heading. - [Deployment workflows](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/index.html): An overview of the most common DataRobot deployment workflows for various model and environment type combinations. - [Deployment workflows](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/index.html#deployment-workflows): In-page section heading. - [Workflow types](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/index.html#workflow-types): In-page section heading. - [Model types](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/index.html#model-types): In-page section heading. - [Prediction environment types](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-workflows/index.html#prediction-environment-types): In-page section heading. - [Register external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-model-reg.html): Register an external model package in the Model Registry. The Model Registry is an archive of your model packages where you can also deploy and share the packages. - [Register external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-model-reg.html#register-external-models): In-page section heading. - [Set an accuracy baseline](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-model-reg.html#set-an-accuracy-baseline): In-page section heading. - [Manage prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env-manage.html): On the Prediction Environments page, you can edit, delete, or share external prediction environments. You can also deploy models to external prediction environments. - [Manage predictions environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env-manage.html#manage-predictions-environments): In-page section heading. - [Edit a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env-manage.html#edit-a-prediction-environment): In-page section heading. - [Share a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env-manage.html#share-a-prediction-environment): In-page section heading. - [Delete a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env-manage.html#delete-a-prediction-environment): In-page section heading. - [Add external prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env.html): You can manage and control user access to environments on the prediction environment dashboard and specify the prediction environment for any deployment. - [Add external prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env.html#add-external-prediction-environments): In-page section heading. - [Add an external prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env.html#add-an-external-prediction-environment): In-page section heading. - [Select a prediction environment for a deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/ext-pred-env.html#select-a-prediction-environment-for-a-deployment): In-page section heading. - [Prepare external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/index.html): Prepare to create deployments from external models - [Prepare for external model deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/ext-model-prep/index.html#prepare-for-external-model-deployment): In-page section heading. - [Deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/index.html): Use DataRobot MLOps to deploy DataRobot models, as well as custom and external models written in languages like Python and R, onto runtime environments. - [Deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/index.html#deployment): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/index.html#feature-considerations): In-page section heading. - [Agent event log](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/agent-event-log.html): On a deployment's Service Health tab, you can view Management and Monitoring events. - [Agent event log](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/agent-event-log.html#agent-event-log): In-page section heading. - [Enable agent event log](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/agent-event-log.html#enable-agent-event-log): In-page section heading. - [View agent activity](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/agent-event-log.html#view-monitoring-agent-activity): In-page section heading. - [MLOps agents](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/index.html): Use the MLOPS agents to monitor and manage models running outside of DataRobot MLOps, and report predictions from these models as part of MLOps deployments. Learn about the MLOps agent workflows fo... - [MLOps agents](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/index.html#mlops-agents): In-page section heading. - [Monitoring agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/index.html#monitoring-agent): In-page section heading. - [Management agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/index.html#management-agent): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/index.html#feature-considerations): In-page section heading. - [Management agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/index.html): Automate model deployment to any type of infrastructure and monitor deployment events. - [Management agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/index.html#management-agent): In-page section heading. - [Management agent setup](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/index.html#management-agent-setup): In-page section heading. - [Force delete deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-delete.html): Delete a deployment without waiting for the resolution of the deployment deletion request sent to the management agent. - [Force delete management agent deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-delete.html#force-delete-management-agent-deployments): In-page section heading. - [Management agent deployment status and events](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-events-status.html): Monitor the status and health of MLOps management agent deployments. - [Management agent deployment status and events](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-events-status.html#management-agent-deployment-status-and-events): In-page section heading. - [Deployment status](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-events-status.html#deployment-status): In-page section heading. - [Deployment events](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-events-status.html#deployment-events): In-page section heading. - [Installation and configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-install.html): Install and configure the MLOps management agent. - [Management agent installation and configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-install.html#management-agent-installation-and-configuration): In-page section heading. - [Install the management agent for Kubernetes](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-kubernetes.html): Install and configure the MLOps management agent to use a Kubernetes Namespace as a Prediction Environment - [Management agent Helm installation for Kubernetes](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-kubernetes.html#management-agent-helm-installation-for-kubernetes): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-kubernetes.html#overview): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-kubernetes.html#prerequisites): In-page section heading. - [Configure software requirements](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-kubernetes.html#configure-software-requirements): In-page section heading. - [Configure registry credentials](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-kubernetes.html#configure-registry-credentials): In-page section heading. - [Install the management agent with Helm](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-kubernetes.html#install-the-management-agent-with-helm): In-page section heading. - [Configure environment plugins](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-plugins.html): Configure prediction environment plugins for the MLOps management agent. - [Configure management agent environment plugins](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-plugins.html#configure-management-agent-environment-plugins): In-page section heading. - [Configure example plugins](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-plugins.html#configure-example-plugins): In-page section heading. - [Create a custom plugin](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-plugins.html#create-a-custom-plugin): In-page section heading. - [Use the bosun-plugin-runner](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-plugins.html#configure-example-plugins): In-page section heading. - [Relaunch deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-relaunch.html): Relaunch an MLOps management agent deployment without changes to the deployment's metadata, - [Relaunch management agent deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/mgmt-agent/mgmt-agent-relaunch.html#relaunch-management-agent-deployments): In-page section heading. - [Examples directory](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-ex.html): Use sample code available in the MLOps agent tarball as a starting point for creating and managing deployments. Examples include model configuration, data, and scripts used to create deployments an... - [Examples directory](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-ex.html#examples-directory): In-page section heading. - [Run code examples with Python](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-ex.html#run-code-examples-with-python): In-page section heading. - [Monitoring external multiclass deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-multi.html): How to configure the monitoring agent to monitor multiclass models deployed to external prediction environments. - [Monitor external multiclass deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-multi.html#monitor-external-multiclass-deployments): In-page section heading. - [Download Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-sc.html): How to download a deployment’s monitoring agent with Scoring Code. - [Download Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-sc.html#download-scoring-code): In-page section heading. - [Monitoring agent use cases](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-use.html): Investigate MLOPs reporting and monitoring use cases, including how to report metrics when the prediction environment isn't connected to DataRobot and how to monitor Spark environments. - [Monitoring agent use cases](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-use.html#monitoring-agent-use-cases): In-page section heading. - [Enable large-scale monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-use.html#enable-large-scale-monitoring): In-page section heading. - [Perform advanced agent memory tuning for large workloads](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-use.html#perform-advanced-agent-memory-tuning-for-large-workloads): In-page section heading. - [Report accuracy for challengers](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-use.html#report-accuracy-for-challengers): In-page section heading. - [Report metrics](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-use.html#report-metrics): In-page section heading. - [Monitor a Spark environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-use.html#monitor-a-spark-environment): In-page section heading. - [Monitor using the MLOps CLI](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-use.html#monitor-using-the-mlops-cli): In-page section heading. - [Installation and configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent.html): How to install and configure the monitoring agent to forward buffered messages from the MLOps library to DataRobot MLOps. - [Monitoring agent installation and configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent.html#monitoring-agent-installation-and-configuration): In-page section heading. - [Use the monitoring agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent.html#use-the-monitoring-agent): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/env-var.html): Describes the environment variables specific to operating the monitoring agent. - [Monitoring agent environment variables](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/env-var.html#monitoring-agent-environment-variables): In-page section heading. - [Monitoring agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/index.html): Set up a remote environment so you can use the monitoring agent to monitor external models. - [Monitoring agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/index.html#monitoring-agent): In-page section heading. - [Monitoring agent requirements](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/index.html#monitoring-agent-requirements): In-page section heading. - [MLOps agent tarball](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/index.html#mlops-agent-tarball): In-page section heading. - [How the agent works](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/index.html#how-the-agent-works): In-page section heading. - [Monitoring agent and prediction reporting setup](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/index.html#monitoring-agent-and-prediction-reporting-setup): In-page section heading. - [Library and agent spooler configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/spooler.html): How to configure the MLOps library and monitoring agent spooler so that the library can communicate with the agent through the spooler. - [MLOps library and agent spooler configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/spooler.html#mlops-library-and-agent-spooler-configuration): In-page section heading. - [MLOps agent configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/spooler.html#mlops-agent-configuration): In-page section heading. - [MLOps library configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/spooler.html#mlops-library-configuration): In-page section heading. - [General configuration](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/spooler.html#general-configuration): In-page section heading. - [Spooler-specific configurations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/spooler.html#spooler-specific-configurations): In-page section heading. - [Dynamically load required spoolers in a Java application](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/spooler.html#dynamically-load-required-spoolers-in-a-java-application): In-page section heading. - [Add external prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/ext-pred-env.html): Manage and control user access to environments on the prediction environment dashboard and specify the prediction environment for any deployment. - [Add external prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/ext-pred-env.html#add-external-prediction-environments): In-page section heading. - [Add an external prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/ext-pred-env.html#add-an-external-prediction-environment): In-page section heading. - [Select a prediction environment for a deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/ext-pred-env.html#select-a-prediction-environment-for-a-deployment): In-page section heading. - [Manage prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/index.html): On the Prediction Environment, view DataRobot prediction environments, and create, edit, delete, or share external prediction environments. - [Manage prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/index.html#manage-prediction-environments): In-page section heading. - [Deploy a model to a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-deploy.html): On the Prediction Environments page, you can deploy a model directly to any prediction environment, DataRobot or external. - [Deploy a model to a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-deploy.html#deploy-a-model-to-a-prediction-environment): In-page section heading. - [Automated deployment and replacement of Scoring Code in AzureML](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/azureml-sc-deploy-replace.html): Create a DataRobot-managed AzureML prediction environment to deploy and replace DataRobot Scoring Code in AzureML. - [Automated deployment and replacement of Scoring Code in AzureML](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/azureml-sc-deploy-replace.html#automated-deployment-and-replacement-of-scoring-code-in-azureml): In-page section heading. - [Create an AzureML prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/azureml-sc-deploy-replace.html#create-an-azure-prediction-environment): In-page section heading. - [Deploy a model to the AzureML prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/azureml-sc-deploy-replace.html#deploy-a-model-to-the-azure-prediction-environment): In-page section heading. - [Make predictions in AzureML](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/azureml-sc-deploy-replace.html#make-predictions-in-azureml): In-page section heading. - [Prediction environment integrations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/index.html): Configure DataRobot-managed prediction environment integrations to deploy and replace DataRobot models. - [Prediction environment integrations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/index.html#prediction): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/index.html#feature-considerations): In-page section heading. - [Automated deployment and replacement in Sagemaker](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/sagemaker-cm-deploy-replace.html): Create a DataRobot-managed Sagemaker prediction environment to deploy and replace DataRobot custom models and Scoring Code in Sagemaker. - [Automated deployment and replacement in Sagemaker](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/sagemaker-cm-deploy-replace.html#automated-deployment-and-replacement-of-custom-models-in-sagemaker): In-page section heading. - [Create a Sagemaker prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/sagemaker-cm-deploy-replace.html#create-a-sagemaker-prediction-environment): In-page section heading. - [Deploy a model to the Sagemaker prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/sagemaker-cm-deploy-replace.html#deploy-a-model-to-the-Sagemaker-prediction-environment): In-page section heading. - [Restart a Sagemaker prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/sagemaker-cm-deploy-replace.html#restart-a-sagemaker-prediction-environment): In-page section heading. - [Manage prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-manage.html): On the Prediction Environments page, you can view your organization's DataRobot prediction environments; edit, delete, or share external prediction environments; and deploy models directly to predi... - [Manage predictions environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-manage.html#manage-predictions-environments): In-page section heading. - [Edit a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-manage.html#edit-a-prediction-environment): In-page section heading. - [Share a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-manage.html#share-a-prediction-environment): In-page section heading. - [Delete a prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-manage.html#delete-a-prediction-environment): In-page section heading. - [Add DataRobot Serverless prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env.html): Review the DataRobot prediction environments available to you and create DataRobot Serverless prediction environments to make scalable predictions with configurable compute instance settings. - [Add DataRobot Serverless prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env.html#add-datarobot-serverless-prediction-environments): In-page section heading. - [Deploy a model to the DataRobot Serverless prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env.html#deploy-a-model-to-the-datarobot-serverless-prediction-environment): In-page section heading. - [Make predictions](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env.html#make-predictions): In-page section heading. - [Register DataRobot models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/dr-model-reg.html): Register a model package in the Model Registry. The Model Registry is an archive of your model packages where you can also deploy and share the packages. - [Register DataRobot models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/dr-model-reg.html#register-datarobot-models): In-page section heading. - [Register models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/index.html): The Model Registry organizes all models used in DataRobot as registered models containing deployment-ready model packages. - [Register models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/index.html#register-models): In-page section heading. - [View and manage registered models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-action.html): The Model Registry Actions menu allows users with appropriate permissions to share or delete registered models. - [View and manage registered models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-action.html#view-and-manage-registered-models): In-page section heading. - [View registered models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-action.html#view-registered-models): In-page section heading. - [Manage registered models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-action.html#manage-registered-models): In-page section heading. - [Generate model compliance documentation](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-compliance.html): Generate automated compliance documentation for models from the Model Registry. - [Generate model compliance documentation](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-compliance.html#generate-model-registry-compliance-documentation): In-page section heading. - [Generate compliance documentation](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-compliance.html#generate-compliance-documentation): In-page section heading. - [Complete compliance documentation](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-compliance.html#complete-compliance-documentation): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-compliance.html#feature-considerations): In-page section heading. - [Model Registry](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-create.html): How model packages are created and added to the Model Registry, manually or automatically. The Model Registry is an archive of your model packages where you can deploy and share packages. - [Model Registry](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-create.html#model-registry): In-page section heading. - [Add registered models and versions](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-create.html#add-registered-models-and-versions): In-page section heading. - [Access registered models and versions](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-create.html#access-registered-models-and-versions): In-page section heading. - [Access global models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-create.html#access-global-models): In-page section heading. - [Custom jobs](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-jobs.html): Create custom jobs in the Model Registry to define tests for your models and deployments. - [Custom jobs](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-jobs.html#custom-jobs): In-page section heading. - [Register and assemble a new job](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-jobs.html#register-and-assemble-a-new-job): In-page section heading. - [Run and schedule jobs](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-jobs.html#run-and-schedule-jobs): In-page section heading. - [View and edit jobs info](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-jobs.html#view-and-edit-jobs-info): In-page section heading. - [View and manage job runs](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-jobs.html#view-and-manage-job-runs): In-page section heading. - [Delete a custom job](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-jobs.html#delete-a-custom-job): In-page section heading. - [Register custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-models.html): Register a custom model in the Model Registry. The Model Registry is an archive of your model packages where you can also deploy and share the packages. - [Register custom models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-custom-models.html#register-custom-models): In-page section heading. - [Deploy registered models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-deploy.html): Deploy a registered model at any time from the Registered Models page. - [Deploy registered models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-deploy.html#deploy-registered-models): In-page section heading. - [Register external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-external-models.html): Register an external model package in the Model Registry. The Model Registry is an archive of your model packages where you can also deploy and share the packages. - [Register external models](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-external-models.html#register-external-models): In-page section heading. - [Set an accuracy baseline](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-external-models.html#set-an-accuracy-baseline): In-page section heading. - [Extend compliance documentation with key values](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-key-values.html): Build custom compliance documentation templates with references to key values, adding the associated data to the template and limiting the manual editing needed to complete the compliance documenta... - [Extend compliance documentation with key values](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-key-values.html#extend-compliance-documentation-with-key-values): In-page section heading. - [Create key values](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-key-values.html#create-key-values): In-page section heading. - [View and manage key values](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-key-values.html#view-and-manage-key-values): In-page section heading. - [Customize a compliance documentation template with key values](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-key-values.html#customize-a-compliance-documentation-template-with-key-values): In-page section heading. - [Copy key values from a previous model package version](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-key-values.html#copy-key-values-from-a-previous-model-package-version): In-page section heading. - [Model logs for model packages (legacy)](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-model-pkg-logs.html): View the model logs for a model package to see a history of the successful operations (INFO status) and errors (ERROR status). - [Model logs for model packages (legacy)](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-model-pkg-logs.html#model-logs-for-model-packages): In-page section heading. - [Import model packages into MLOps](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-transfer.html): Export a model created with DataRobot AutoML for import as a model package (.mlpkg file) in standalone MLOps environments. - [Import model packages into MLOps](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-transfer.html#import-model-packages-into-mlops): In-page section heading. - [Export a model from AutoML](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-transfer.html#export-a-model-from-automl): In-page section heading. - [Import a model package to a DataRobot MLOps-only environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-transfer.html#import-a-model-package-to-a-datarobot-mlops-only-environment): In-page section heading. - [Deploy a model package in MLOps](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-transfer.html#deploy-a-model-package-in-mlops): In-page section heading. - [Model deployment approval workflow](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/dep-admin.html): DataRobot MLOps system administrators can specify security policies that control who can create or modify deployments and what kind of approval is required. - [Approval process](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/dep-admin.html#approval-process): In-page section heading. - [Deployment importance levels](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/dep-admin.html#deployment-importance-levels): In-page section heading. - [Deployment creation approval](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/dep-admin.html#deployment-creation-approval): In-page section heading. - [Deployment event approval](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/dep-admin.html#deployment-event-approval): In-page section heading. - [MLOps Admin: Approve deployment creation](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/dep-admin.html#mlops-admin-approve-deployment-creation): In-page section heading. - [MLOps Admin: Approve changes to existing deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/dep-admin.html#mlops-admin-approve-changes-to-existing-deployments): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/dep-admin.html#feature-considerations): In-page section heading. - [Notifications tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-notifications.html): Enable notifications, which trigger emails for service health and data drift reporting. Configure Service Health, Data Drift, Accuracy, and Fairness monitoring. - [Notifications tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-notifications.html#notifications-tab): In-page section heading. - [Configure monitoring definitions](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-notifications.html#configure-monitoring-definitions): In-page section heading. - [Enable notification policies](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-notifications.html#enable-notification-policies): In-page section heading. - [Create notification policies](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-notifications.html#create-notification-policies): In-page section heading. - [Deployment reports](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-reports.html): Learn about the deployment reports, which summarize details of a deployment, such as its owner, how the model was built, the model age, and the humility monitoring status. - [Deployment reports](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-reports.html#deployment-reports): In-page section heading. - [Generate a deployment report](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-reports.html#generate-a-deployment-report): In-page section heading. - [Schedule deployment reports](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/deploy-reports.html#schedule-deployment-reports): In-page section heading. - [Governance lens](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/gov-lens.html): Learn about the Governance lens, which summarizes details of a deployment such as the owner, how the model was built, model age, and humility monitoring status. - [Governance lens](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/gov-lens.html#governance-lens): In-page section heading. - [Build environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/gov-lens.html#build-environments): In-page section heading. - [Humility Monitoring indicators](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/gov-lens.html#humility-monitoring-indicators): In-page section heading. - [Fairness Monitoring indicators](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/gov-lens.html#fairness-monitoring-indicators): In-page section heading. - [Humility tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/humble.html): After configuring rules and making predictions with humility monitoring enabled, you can view the humility data collected over time for a deployment from the Humility tab. - [Humility tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/humble.html#humility-tab): In-page section heading. - [Governance](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/index.html): Model governance sets rules and controls for deployments, facilitates scaling of deployments, and provides legal and compliance reports. - [Governance](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/index.html#governance): In-page section heading. - [Aspects of governance](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/index.html#aspects-of-governance): In-page section heading. - [Fairness tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/mlops-fairness.html): Monitor the fairness of deployed production models over time. - [Fairness tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/mlops-fairness.html#fairness-tab): In-page section heading. - [Investigate bias](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/mlops-fairness.html#investigate-bias): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/governance/mlops-fairness.html#feature-considerations): In-page section heading. - [MLOps](https://docs.datarobot.com/en/docs/classic-ui/mlops/index.html): DataRobot machine learning operations (MLOps) provides a central hub for you to deploy, monitor, manage, and govern your models in production. - [MLOps](https://docs.datarobot.com/en/docs/classic-ui/mlops/index.html#mlops): In-page section heading. - [Manage deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/actions-menu.html): Manage deployments using the actions menu, which allows you to apply deployment settings, share deployments, create applications using the deployed model, replace models, and delete deployments, am... - [Manage deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/actions-menu.html#manage-deployments): In-page section heading. - [Deployment actions](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/actions-menu.html#deployment-actions): In-page section heading. - [Deployment inventory](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-inventory.html): Learn about the deployment inventory, which displays all actively deployed models and lets you monitor deployed model performance and take necessary action. - [Deployment inventory](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-inventory.html#deployment-inventory): In-page section heading. - [Deployment lenses](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-inventory.html#deployment-lenses): In-page section heading. - [Live inventory updates](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-inventory.html#live-inventory-updates): In-page section heading. - [Self-Managed AI Platform deployments with monitoring disabled](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-inventory.html#self-managed-ai-platform-deployments-with-monitoring-disabled): In-page section heading. - [Replace deployed models](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-replace.html): How to replace deployment model packages, to keep models current and accurate. DataRobot uses training data to verify that the two models have the same target. - [Replace deployed models](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-replace.html#replace-deployed-models): In-page section heading. - [Replace a model package](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-replace.html#replace-a-model-package): In-page section heading. - [Model replacement considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/deploy-replace.html#model-replacement-considerations): In-page section heading. - [Lifecycle management](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/index.html): Lifecycle management provides tools and a robust, repeatable process to scale models and manage the lifecycle of models in production environments. - [Lifecycle management](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/index.html#lifecycle-management): In-page section heading. - [Manage Automated Retraining policies](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/set-up-auto-retraining.html): Maintain model performance after deployment through Automated Retraining. - [Manage Automated Retraining policies](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/set-up-auto-retraining.html#manage-automated-retraining-policies): In-page section heading. - [Manage existing retraining policies](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/set-up-auto-retraining.html#manage-existing-retraining-policies): In-page section heading. - [View retraining history](https://docs.datarobot.com/en/docs/classic-ui/mlops/manage-mlops/set-up-auto-retraining.html#view-retraining-history): In-page section heading. - [MLOps FAQ](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-faq.html): Provides a list, with brief answers, of frequently asked MLOps deployment and monitoring questions. Answers link to complete documentation. - [MLOps FAQ](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-faq.html#mlops-faq): In-page section heading. - [MLOps preview features](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/index.html): Read preliminary documentation for MLOps features currently in the DataRobot preview pipeline. - [MLOps preview features](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/index.html#review-features): In-page section heading. - [Available MLOps preview documentation](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/index.html#available-mlops-preview-documentation): In-page section heading. - [MLOps reporting for unstructured models](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/mlops-unstructured-models.html): Report MLOps statistics from custom inference models created with an unstructured regression, binary, or multiclass target type. - [MLOps reporting for unstructured models](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/mlops-unstructured-models.html#mlops-reporting-for-unstructured-models): In-page section heading. - [Unstructured custom model reporting methods](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/mlops-unstructured-models.html#unstructured-custom-model-reporting-methods): In-page section heading. - [Local testing](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/mlops-unstructured-models.html#local-testing): In-page section heading. - [Run the monitoring agent in DataRobot](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/monitoring-agent-in-dr.html): Run the monitoring agent within the DataRobot platform, one instance per prediction environment. - [Run the monitoring agent in DataRobot](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/monitoring-agent-in-dr.html#run-the-monitoring-agent-in-datarobot): In-page section heading. - [Manage an agent-monitored prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/monitoring-agent-in-dr.html#manage-an-agent-monitored-prediction-environment): In-page section heading. - [Service Health and Accuracy history](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-deploy-history.html): Service Health and Accuracy history allow you to compare the current model with previous models in one place, on the same scale. - [Service Health and Accuracy history](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-deploy-history.html#service-health-and-accuracy-history): In-page section heading. - [Service Health history](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-deploy-history.html#service-health-history): In-page section heading. - [Accuracy history](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-deploy-history.html#accuracy-history): In-page section heading. - [Automated deployment and replacement of Scoring Code in Snowflake](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-snowflake-sc-deploy-replace.html): Create a DataRobot-managed Snowflake prediction environment to deploy and replace DataRobot Scoring Code in Snowflake. - [Automated deployment and replacement of Scoring Code in Snowflake](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-snowflake-sc-deploy-replace.html#automated-deployment-and-replacement-of-scoring-code-in-snowflake): In-page section heading. - [Create a Snowflake prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-snowflake-sc-deploy-replace.html#create-a-snowflake-prediction-environment): In-page section heading. - [Deploy a model to the Snowflake prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-snowflake-sc-deploy-replace.html#deploy-a-model-to-the-snowflake-prediction-environment): In-page section heading. - [Restart a Snowflake prediction environment](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-snowflake-sc-deploy-replace.html#restart-a-snowflake-prediction-environment): In-page section heading. - [Feature cache for Feature Discovery deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/safer-ft-cache.html): Schedule feature cache for Feature Discovery deployments - [Feature cache for Feature Discovery deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/safer-ft-cache.html#feature-cache-for-feature-discovery-deployments): In-page section heading. - [General statuses](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/safer-ft-cache.html#general-statuses): In-page section heading. - [Considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/safer-ft-cache.html#considerations): In-page section heading. - [Challengers tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html): How to use the Challengers tab to submit challenger models that shadow a deployed model and replay predictions made against the deployed model. If a challenger outperforms the deployed model, you c... - [Challengers tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#challengers-tab): In-page section heading. - [Enable challenger models](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#enable-challenger-models): In-page section heading. - [Select a challenger model](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#select-a-challenger-model): In-page section heading. - [Add challengers to a deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#add-challengers-to-a-deployment): In-page section heading. - [Replay predictions](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#replay-predictions): In-page section heading. - [Schedule prediction replay](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#schedule-prediction-replay): In-page section heading. - [View challenger job history](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#view-challenger-job-history): In-page section heading. - [Challenger models overview](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#challenger-models-overview): In-page section heading. - [Challenger model comparisons](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#challenger-model-comparisons): In-page section heading. - [Challengers for external deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/challengers.html#challengers-for-external-deployments): In-page section heading. - [Custom Metrics tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/custom-metrics.html): Create and monitor custom business or performance metrics in a deployment. - [Custom Metrics tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/custom-metrics.html#custom-metrics-tab): In-page section heading. - [Add external custom metrics](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/custom-metrics.html#add-external-custom-metrics): In-page section heading. - [Add hosted custom metrics](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/custom-metrics.html#add-hosted-custom-metrics): In-page section heading. - [Manage custom metrics](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/custom-metrics.html#manage-custom-metrics): In-page section heading. - [Configure the custom metric dashboard display settings](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/custom-metrics.html#configure-the-custom-metric-dashboard-display-settings): In-page section heading. - [Data Drift tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html): How to use the Data Drift dashboard to analyze a deployed model's performance. It provides four interactive, exportable visualizations that communicate model health. - [Data Drift tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#data-drift-tab): In-page section heading. - [Configure the Data Drift dashboard](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#configure-the-data-drift-dashboard): In-page section heading. - [Feature Drift vs Feature Importance chart](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#feature-drift-vs-feature-importance-chart): In-page section heading. - [Feature Details chart](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#feature-details-chart): In-page section heading. - [Drift Over Time chart](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#drift-over-time-chart): In-page section heading. - [Predictions Over Time chart](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#predictions-over-time-chart): In-page section heading. - [Use the version selector](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#use-the-version-selector): In-page section heading. - [Use the time range and resolution dropdowns](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#use-the-time-range-and-resolution-dropdowns): In-page section heading. - [Use the date slider](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#use-the-date-slider): In-page section heading. - [Use the class selector](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#use-the-class-selector): In-page section heading. - [Drill down on the Data Drift tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-drift.html#drill-down-on-the-data-drift-tab): In-page section heading. - [Data Exploration tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-exploration.html): Explore a deployment's stored prediction and training data to compute and monitor custom business or performance metrics. - [Data Exploration tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-exploration.html#data-expoloration-tab): In-page section heading. - [Access or download data](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-exploration.html#access-or-download-data): In-page section heading. - [Use exported deployment data for custom metrics](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/data-exploration.html#use-exported-deployment-data-for-custom-metrics): In-page section heading. - [Overview tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/dep-overview.html): Select a deployment from the Deployments page to view the Overview page. - [Overview tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/dep-overview.html#overview-tab): In-page section heading. - [Summary](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/dep-overview.html#summary): In-page section heading. - [Content](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/dep-overview.html#content): In-page section heading. - [History](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/dep-overview.html#history): In-page section heading. - [Deployment Reports](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/dep-overview.html#deployment-reports): In-page section heading. - [Accuracy tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-accuracy.html): How to use the Accuracy tab to determine whether a model's quality is decaying and if you should consider replacing it. - [Accuracy tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-accuracy.html#accuracy-tab): In-page section heading. - [Enable the Accuracy tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-accuracy.html#enable-the-accuracy-tab): In-page section heading. - [Time range and resolution dropdowns](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-accuracy.html#time-range-and-resolution-dropdowns): In-page section heading. - [Configure accuracy metrics](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-accuracy.html#configure-accuracy-metrics): In-page section heading. - [Interpret results](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-accuracy.html#interpret-results): In-page section heading. - [Interpret alerts](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-accuracy.html#interpret-alerts): In-page section heading. - [Batch monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html): View and manage monitoring statistics organized by batch job, instead of by time, for DataRobot and external models. - [Batch monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#batch-monitoring): In-page section heading. - [Enable batch monitoring for a new deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#enable-batch-monitoring-for-a-new-deployment): In-page section heading. - [Enable batch monitoring for an existing deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#enable-batch-monitoring-for-an-existing-deployment): In-page section heading. - [View a batch monitoring deployment in the inventory](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#view-a-batch-monitoring-deployment-in-the-inventory): In-page section heading. - [Create batches with batch predictions](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#create-batches-with-batch-predictions): In-page section heading. - [Create a batch and add agent-monitored predictions](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#create-a-batch-and-add-agent-monitored-predictions): In-page section heading. - [Create batches with the batch CLI tools](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#create-batches-with-the-batch-cli-tools): In-page section heading. - [Manage batches](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#manage-batches): In-page section heading. - [Monitoring for batch deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-batch-monitor.html#monitoring-for-batch-deployments): In-page section heading. - [Segmented analysis](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-segment.html): Segmented analysis filters data drift and accuracy statistics into unique segment attributes and values to identify potential issues in your training and prediction data. - [Segmented analysis](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-segment.html#segmented-analysis): In-page section heading. - [Configure segmented analysis](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-segment.html#configure-segmented-analysis): In-page section heading. - [View segmented analysis](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-segment.html#view-segmented-analysis): In-page section heading. - [Apply segmented analysis](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-segment.html#apply-segmented-analysis): In-page section heading. - [Usage tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-usage.html): Tracks prediction processing progress for use in accuracy, data drift, and predictions over time analysis. - [Usage tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-usage.html#usage-tab): In-page section heading. - [Prediction Tracking chart](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-usage.html#prediction-tracking-chart): In-page section heading. - [Prediction and actuals processing delay](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-usage.html#prediction-and-actuals-processing-delay): In-page section heading. - [Timeliness indicators for predictions and actuals](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/deploy-usage.html#timeliness-indicators-for-predictions-and-actuals): In-page section heading. - [Generative model monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/generative-model-monitoring.html): The text generation target type for DataRobot custom and external models is compatible with generative Large Language Models (LLMs), allowing you to deploy generative models, make predictions, moni... - [Generative model monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/generative-model-monitoring.html#generative-model-monitoring): In-page section heading. - [Create and deploy a generative custom model](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/generative-model-monitoring.html#create-and-deploy-a-generative-custom-model): In-page section heading. - [Create and deploy an external generative model](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/generative-model-monitoring.html#create-and-deploy-an-external-generative-model): In-page section heading. - [Monitor a deployed generative model](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/generative-model-monitoring.html#monitor-a-deployed-generative-model): In-page section heading. - [Performance monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/index.html): You can use monitoring tools to monitor deployed or remote models, data drift, model accuracy over time, and more. - [Performance monitoring](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/index.html#performance-monitoring): In-page section heading. - [Service Health tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/service-health.html): How to use the Service Health tab, which tracks metrics for how quickly a deployment responds to prediction requests to find bottlenecks and assess capacity. - [Service Health tab](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/service-health.html#service-health-tab): In-page section heading. - [Use the time range and resolution dropdowns](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/service-health.html#use-the-time-range-and-resolution-dropdowns): In-page section heading. - [Understand the metric tiles](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/service-health.html#understand-the-metric-tiles): In-page section heading. - [Understand the Service Health chart](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/service-health.html#understand-the-service-health-chart): In-page section heading. - [View MLOps Logs](https://docs.datarobot.com/en/docs/classic-ui/mlops/monitor/service-health.html#view-mlops-logs): In-page section heading. - [Cross-Class Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/cross-acc.html): How to use the Cross-Class Accuracy table to understand the model's accuracy performance for each protected class. - [Cross-Class Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/cross-acc.html#cross-class-accuracy): In-page section heading. - [Cross-Class Accuracy table](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/cross-acc.html#cross-class-accuracy-table): In-page section heading. - [Cross-Class Data Disparity](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/cross-data.html): How to use the Cross-Class Data Disparity insight, which shows why the model is biased, and where in the training data it learned the bias from. - [Cross-Class Data Disparity](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/cross-data.html#cross-class-data-disparity): In-page section heading. - [Data Disparity vs Feature Importance chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/cross-data.html#data-disparity-vs-feature-importance-chart): In-page section heading. - [Feature details chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/cross-data.html#feature-details-chart): In-page section heading. - [Bias and fairness](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/index.html): Introduces the Bias and Fairness tabs, which identify if a model is biased and why the model is learning bias from the training data. - [Bias and Fairness](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/index.html#bias-and-fairness): In-page section heading. - [Bias and Fairness considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/index.html#bias-and-fairness-considerations): In-page section heading. - [Per-Class Bias](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/per-class.html): How to use Per-Class Bias, which helps to identify if a model is biased, and if so, how much and whom it's biased towards or against. - [Per-Class Bias](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/per-class.html#per-class-bias): In-page section heading. - [Per-Class Bias Chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/bias/per-class.html#per-class-bias-chart): In-page section heading. - [Comments](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/comments/index.html): With the Comments link, you can add comments to, or host a discussion around, any item you have access to in the catalog. - [Comments](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/comments/index.html#comments): In-page section heading. - [Model Compliance](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/compliance-tab.html): Details and steps to generate the Model Compliance Document. - [Model Compliance](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/compliance-tab.html#model-compliance): In-page section heading. - [Complete the Model Compliance document](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/compliance-tab.html#complete-the-model-compliance-document): In-page section heading. - [Model report updates](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/compliance-tab.html#model-report-updates): In-page section heading. - [Generalized model validation workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/compliance-tab.html#generalized-model-validation-workflow): In-page section heading. - [Compliance](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/index.html): The Compliance tabs compile model development documentation that can be used for regulatory validation. - [Compliance](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/index.html#compliance): In-page section heading. - [Template Builder for compliance reports](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/template-builder.html): For regulated industries, how to use Template Builder to generate required documentation using the provided compliance template or a custom template. - [Template Builder](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/template-builder.html#template-builder): In-page section heading. - [Create and edit templates](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/template-builder.html#create-and-edit-templates): In-page section heading. - [Customize templates with key values](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/template-builder.html#customize-templates-with-key-values): In-page section heading. - [Share a template](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/compliance-classic/template-builder.html#share-a-template): In-page section heading. - [Blueprint JSON](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/blueprint-json.html): How to use blueprints, which show the high-level end-to-end procedure for fitting the model, including preprocessing steps, algorithms, and post-processing. - [Blueprint JSON](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/blueprint-json.html#blueprint-json): In-page section heading. - [Blueprint](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/blueprints.html): How to use blueprints, which show the high-level end-to-end procedure for fitting the model, including preprocessing steps, algorithms, and post-processing. - [Blueprint](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/blueprints.html#blueprints): In-page section heading. - [View blueprint nodes](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/blueprints.html#view-blueprint-nodes): In-page section heading. - [Blueprint components](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/blueprints.html#blueprint-components): In-page section heading. - [Blueprint controls](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/blueprints.html#blueprint-controls): In-page section heading. - [Modifying blueprints](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/blueprints.html#modifying-blueprints): In-page section heading. - [Coefficients (preprocessing)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/coefficients-classic.html): How to use the Coefficients tab, which shows the positive or negative impact of important variables, to help you refine and optimize your models. - [Coefficients (preprocessing)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/coefficients-classic.html#coefficients-preprocessing): In-page section heading. - [Use the Coefficient chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/coefficients-classic.html#use-the-coefficient-chart): In-page section heading. - [Preprocessing and parameter view](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/coefficients-classic.html#preprocessing-and-parameter-view): In-page section heading. - [More info...](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/coefficients-classic.html#more-info): In-page section heading. - [Chart display based on forecast distance](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/coefficients-classic.html#chart-display-based-on-forecast-distance): In-page section heading. - [Understand the Coefficient chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/coefficients-classic.html#understand-the-coefficient-chart): In-page section heading. - [Why export?](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/coefficients-classic.html#why-export): In-page section heading. - [Data Quality Handling Report](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/dq-report.html): How to use the Data Quality Handling Report, which reports on tasks and imputation methods. - [Data Quality Handling Report](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/dq-report.html#data-quality-handling-report): In-page section heading. - [Supported tasks](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/dq-report.html#supported-tasks): In-page section heading. - [Imputation information](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/dq-report.html#imputation-information): In-page section heading. - [Eureqa Models](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/eureqa-classic.html): The Eureqa Models tab lets you inspect and compare the best models generated from a Eureqa blueprint, to balance predictive accuracy against complexity. - [Eureqa Models](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/eureqa-classic.html#eureqa-models): In-page section heading. - [Benefits of Eureqa models](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/eureqa-classic.html#benefits-of-eureqa-models): In-page section heading. - [Build a Eureqa model](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/eureqa-classic.html#build-a-eureqa-model): In-page section heading. - [Eureqa Models tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/eureqa-classic.html#eureqa-models-tab): In-page section heading. - [Export model parameters](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/eureqa-classic.html#export-model-parameters): In-page section heading. - [More info...](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/eureqa-classic.html#more-info): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/eureqa-classic.html#feature-considerations): In-page section heading. - [Describe](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/index.html): Introduces the Leaderboard tabs, including Blueprint, Coefficients, Constraints, Data Quality Handling Reports, Eureqa Models, Log, Model Info, and Rating Table. - [Describe](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/index.html#describe): In-page section heading. - [Log](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/log-classic.html): How to display the model log, which shows the status of successful operations with green INFO tags and errors marked with red ERROR tags. - [Log](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/log-classic.html#log): In-page section heading. - [Model Info](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/model-info-classic.html): To view the Model Info tab, click a model on the Leaderboard, then click Model Info. The tab’s tiles report general model and performance information. - [Model Info](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/model-info-classic.html#model-info): In-page section heading. - [Time series info](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/model-info-classic.html#time-series-info): In-page section heading. - [Constraints (monotonic)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/monotonic.html): How to force an XGBoost model to learn only monotonic (always increasing or always decreasing) relationships between chosen features and the target. - [Constraints (monotonic)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/monotonic.html#constraints-monotonic): In-page section heading. - [General workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/monotonic.html#general-workflow): In-page section heading. - [Create feature lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/monotonic.html#create-feature-lists): In-page section heading. - [Evaluate results](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/monotonic.html#evaluate-results): In-page section heading. - [Retrain models with new constraints](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/monotonic.html#retrain-models-with-new-constraints): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/monotonic.html#feature-considerations): In-page section heading. - [Rating Tables](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/rating-table-classic.html): How to display a model’s Rating Table tab, and export the model's validated parameters. Validation ensures correct parameters and reproducible results. - [Rating Tables](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/rating-table-classic.html#rating-tables): In-page section heading. - [Download rating tables](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/rating-table-classic.html#download-rating-tables): In-page section heading. - [Modify rating tables](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/rating-table-classic.html#modify-rating-tables): In-page section heading. - [Rating table validation](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/describe/rating-table-classic.html#rating-table-validation): In-page section heading. - [Advanced Tuning](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/adv-tuning.html): How to create models with Advanced Tuning, which lets you manually set model parameters to override the DataRobot selections and create a named “tune.” - [Advanced Tuning](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/adv-tuning.html#advanced-tuning): In-page section heading. - [Use Advanced Tuning](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/adv-tuning.html#use-advanced-tuning): In-page section heading. - [More info...](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/adv-tuning.html#more-info): In-page section heading. - [Anomaly visualizations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/anom-viz.html): During unsupervised learning on time series, anomaly visualizations help to locate and analyze anomalies that occur across the timeline of your data. - [Anomaly visualizations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/anom-viz.html#anomaly-visualizations): In-page section heading. - [Anomaly Over Time](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/anom-viz.html#anomaly-over-time): In-page section heading. - [Anomaly Assessment](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/anom-viz.html#anomaly-assessment): In-page section heading. - [Accuracy Over Time](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/aot-classic.html): How to use the Accuracy Over Time tab, which becomes available when you specify date/time partitioning, to visualize how predictions change over time. - [Accuracy Over Time](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/aot-classic.html#accuracy-over-time): In-page section heading. - [Data used in the displays](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/aot-classic.html#data-used-in-the-displays): In-page section heading. - [Predicted & Actual Over Time](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/aot-classic.html#predicted-actual-over-time): In-page section heading. - [Change the Predicted & Actuals display](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/aot-classic.html#change-the-predicted-actuals-display): In-page section heading. - [Display by series](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/aot-classic.html#display-by-series): In-page section heading. - [Interpret the Residuals chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/aot-classic.html#interpret-the-residuals-chart): In-page section heading. - [Forecast vs Actual](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/fore-act.html): How to use Forecast vs Actual, which allows you to compare how different predictions behave from different forecast points to different times in the future. - [Forecast vs Actual](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/fore-act.html#forecast-vs-actual): In-page section heading. - [Chart display options](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/fore-act.html#chart-display-options): In-page section heading. - [Forecast range](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/fore-act.html#forecast-range): In-page section heading. - [Interpret the insight](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/fore-act.html#interpret-the-insight): In-page section heading. - [Forecasting Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/forecast-acc.html): The Forecasting Accuracy tab provides a visual indicator of how well a model predicts at each forecast distance in the project's forecast window. - [Forecasting Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/forecast-acc.html#forecasting-accuracy): In-page section heading. - [Evaluate](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/index.html): The Evaluate tabs provide key plots and statistics needed to judge a model's effectiveness, including ROC Curve, Lift Chart, and Forecasting Accuracy. - [Evaluate](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/index.html#evaluate): In-page section heading. - [Lift Chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html): The Lift Chart depicts how well a model segments the target population and how capable it is of predicting the target, to show the model's effectiveness. - [Lift Chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html#lift-chart): In-page section heading. - [Change the display](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html#change-the-display): In-page section heading. - [Drill into the data](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html#drill-into-the-data): In-page section heading. - [View raw data](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html#view-raw-data): In-page section heading. - [Calculate raw data display](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html#calculate-raw-data-display): In-page section heading. - [Lift Chart with multiclass projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html#lift-chart-with-multiclass-projects): In-page section heading. - [Lift Chart binning example](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html#lift-chart-binning-example): In-page section heading. - [Exposure and weight details](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/lift-chart-classic.html#exposure-and-weight-details): In-page section heading. - [Confusion Matrix (for multiclass models)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/multiclass.html): The multiclass confusion matrix compares actual and predicted data values, so you can see if any mislabeling has occurred and with which values. - [Confusion Matrix (for multiclass models)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/multiclass.html#confusion-matrix-for-multiclass-models): In-page section heading. - [Background](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/multiclass.html#background): In-page section heading. - [Build multiclass models](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/multiclass.html#build-multiclass-models): In-page section heading. - [Unlimited multiclass](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/multiclass.html#unlimited-multiclass): In-page section heading. - [Confusion Matrix overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/multiclass.html#confusion-matrix-overview): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/multiclass.html#feature-considerations): In-page section heading. - [Period Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/period-acc-classic.html): Period Accuracy provides the ability to compute error metric values for specific periods of the backtest validation source. - [Period Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/period-acc-classic.html#period-accuracy): In-page section heading. - [Create a period definition file](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/period-acc-classic.html#create-a-period-definition-file): In-page section heading. - [Generate Period Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/period-acc-classic.html#generate-period-accuracy): In-page section heading. - [Interpret Period Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/period-acc-classic.html#interpret-period-accuracy): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/period-acc-classic.html#feature-considerations): In-page section heading. - [Residuals](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/residuals-classic.html): The Residuals tab helps you understand the predictive performance and validity of a regression model by letting you gauge how linearly your model scales. - [Residuals](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/residuals-classic.html#residuals): In-page section heading. - [Access the Residuals tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/residuals-classic.html#access-the-residuals-tab): In-page section heading. - [Interpret plots and graphs](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/residuals-classic.html#interpret-plots-and-graphs): In-page section heading. - [Confusion matrix](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/confusion-matrix-classic.html): The confusion matrix available on the DataRobot ROC Curve tab lets you evaluate accuracy by comparing actual versus predicted values. - [Confusion matrix](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/confusion-matrix-classic.html#confusion-matrix): In-page section heading. - [Analyze the confusion matrix](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/confusion-matrix-classic.html#analyze-the-confusion-matrix): In-page section heading. - [Cumulative Charts](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/cumulative-charts-classic.html): Cumulative Charts available in the DataRobot ROC Curve tab help you to assess model performance by exploring the model's cumulative characteristics. - [Cumulative charts](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/cumulative-charts-classic.html#cumulative-charts): In-page section heading. - [Use cumulative charts](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/cumulative-charts-classic.html#use-cumulative-charts): In-page section heading. - [Cumulative Gain and Lift charts explained](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/cumulative-charts-classic.html#cumulative-gain-and-lift-charts-explained): In-page section heading. - [Interpret the insight](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/cumulative-charts-classic.html#interpret-the-insight): In-page section heading. - [Custom charts](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/custom-charts.html): The ROC Curve tab lets you create custom charts that help you explore classification, performance, and statistics related to a selected machine learning model. - [Custom charts](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/custom-charts.html#custom-charts): In-page section heading. - [Create a custom chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/custom-charts.html#create-a-custom-chart): In-page section heading. - [Data available for custom charts](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/custom-charts.html#data-available-for-custom-charts): In-page section heading. - [ROC Curve tools](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/index.html): The ROC Curve tools help you explore classification, performance, and statistics related to a selected model at any point on the probability scale. - [ROC Curve tools](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/index.html#roc-curve-tools): In-page section heading. - [Metrics](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/metrics-classic.html): The Metrics pane in the DataRobot ROC Curve tab helps you explore statistics related to a selected machine learning model. - [Metrics](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/metrics-classic.html#metrics): In-page section heading. - [View metrics](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/metrics-classic.html#view-metrics): In-page section heading. - [Metrics explained](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/metrics-classic.html#metrics-explained): In-page section heading. - [Prediction Distribution graph](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/pred-dist-graph.html): The Prediction Distribution graph on the ROC Curve tab helps you evaluate classification models by showing the distribution of actual values in relation to the prediction threshold. - [Prediction Distribution graph](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/pred-dist-graph.html#prediction-distribution-graph): In-page section heading. - [Experiment with the Prediction Distribution graph](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/pred-dist-graph.html#experiment-with-the-prediction-distribution-graph): In-page section heading. - [Profit curve](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html): The ROC Curve tab in DataRobot lets you generate profit curves that help you estimate the business impact of a selected model. - [Profit curve](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html#profit-curve): In-page section heading. - [Generate a profit curve](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html#generate-a-profit-curve): In-page section heading. - [View the average profit metric](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html#view-the-average-profit-metric): In-page section heading. - [Profit curve explained](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html#profit-curve-explained): In-page section heading. - [Compare models based on a payoff matrix](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html#compare-models-based-on-a-payoff-matrix): In-page section heading. - [Matrix formulas for profit curves](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html#matrix-formulas-for-profit-curves): In-page section heading. - [Relationship of profit curves to ROC curves](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html#relationship-of-profit-curves-to-roc-curves): In-page section heading. - [Profit Curve considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/profit-curve-classic.html#profit-curve-considerations): In-page section heading. - [ROC curve](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/roc-curve-classic.html): The ROC curve visualization in DataRobot helps you explore classification, performance, and statistics for a selected model. ROC curves plot the true positive rate against the false positive rate f... - [ROC curve](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/roc-curve-classic.html#roc-curve): In-page section heading. - [Evaluate a model using the ROC curve](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/roc-curve-classic.html#evaluate-a-model-using-the-roc-curve): In-page section heading. - [Analyze the ROC curve](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/roc-curve-classic.html#analyze-the-roc-curve): In-page section heading. - [Use the ROC Curve tools](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/roc-curve-tab-use.html): Learn how to access the visualization tools available on the ROC Curve tab. - [Use the ROC Curve tools](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/roc-curve-tab-use.html#use-the-roc-curve-tools): In-page section heading. - [Access the ROC Curve tools](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/roc-curve-tab-use.html#access-the-roc-curve-tools): In-page section heading. - [Classification use cases](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/roc-curve-tab-use.html#classification-use-cases): In-page section heading. - [Select data and display threshold](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/threshold.html): Thresholds in the ROC Curve tab in DataRobot set the class boundary for a predicted value. The display threshold updates the visualizations and the prediction threshold changes the threshold for al... - [Select data and display threshold](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/threshold.html#select-data-and-display-threshold): In-page section heading. - [Select data for visualizations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/threshold.html#select-data-for-visualizations): In-page section heading. - [Set the display threshold](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/threshold.html#set-the-display-threshold): In-page section heading. - [Set the prediction threshold](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/roc-curve-tab/threshold.html#set-the-prediction-threshold): In-page section heading. - [Series Insights (clustering)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/series-insights-classic.html): Available for clustering projects, the Series Insights tab provides series clustering information in both charted and tabular format. - [Series Insights (clustering)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/series-insights-classic.html#series-insights-clustering): In-page section heading. - [Use Series Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/series-insights-classic.html#use-series-insights): In-page section heading. - [Series Insights (multiseries)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/series-insights-multi.html): Available for multiseries projects, the Series Insights tab provides series-specific information in both charted and tabular format. - [Series Insights (multiseries)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/series-insights-multi.html#series-insights-multiseries): In-page section heading. - [Use Series Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/series-insights-multi.html#use-series-insights): In-page section heading. - [Interpret the insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/series-insights-multi.html#interpret-the-insights): In-page section heading. - [Stability](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/stability-classic.html): The Stability tab provides an at-a-glance summary of how well a model performs on different backtests, to understand whether a model is consistent across time. - [Stability](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/stability-classic.html#stability): In-page section heading. - [Training Dashboard](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html): Use the Training Dashboard to view a model's training and test loss, accuracy (for some projects), learning rate, and momentum, to learn how training went. - [Training Dashboard](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html#training-dashboard): In-page section heading. - [Model selection](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html#model-selection): In-page section heading. - [Loss graph](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html#loss-graph): In-page section heading. - [Accuracy graph](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html#accuracy-graph): In-page section heading. - [Learning rate](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html#learning-rate): In-page section heading. - [Momentum](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html#momentum): In-page section heading. - [Hyperparameter comparison chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html#hyperparameter-comparison-chart): In-page section heading. - [Settings](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/evaluate/training-dash.html#settings): In-page section heading. - [Model insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/index.html): Introduces the many insights the DataRobot Leaderboard provides when you select a model, with links to details. - [Model insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/index.html#model-insights): In-page section heading. - [Model Leaderboard](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/index.html#model-leaderboard): In-page section heading. - [Leaderboard tabs](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/index.html#leaderboard-tabs): In-page section heading. - [Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html): The Insights tab lets you view and analyze visualizations for your project, switching between models to make comparisons. - [Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#insights): In-page section heading. - [Work with Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#work-with-insights): In-page section heading. - [Activation maps](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#activation-maps): In-page section heading. - [Anomaly detection](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#anomaly-detection): In-page section heading. - [Category Cloud](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#category-clouds): In-page section heading. - [Hotspots](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#hotspots): In-page section heading. - [Image Embeddings](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#image-embeddings): In-page section heading. - [Text-based insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#text-based-insights): In-page section heading. - [Tree-based Variable Importance](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#tree-based-variable-importance): In-page section heading. - [Variable Effects](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/analyze-insights.html#variable-effects): In-page section heading. - [Bias vs Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/bias-tab.html): The Bias vs Accuracy chart compares predictive accuracy and fairness, removing the need to manually note each model's accuracy and fairness scores. - [Bias vs Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/bias-tab.html#bias-vs-accuracy): In-page section heading. - [Bias vs Accuracy chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/bias-tab.html#bias-vs-accuracy-chart): In-page section heading. - [Other Leaderboard tabs](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/index.html): In addition to the model-specific tabs available, additional insights are available on the Leaderboard level. - [Other](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/index.html#other): In-page section heading. - [Learning Curves](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/learn-curve.html): Use the Learning Curve graph to help determine whether getting additional data would be worth the expense if it increases model accuracy. - [Learning Curves](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/learn-curve.html#learning-curves): In-page section heading. - [Interpret Learning Curves](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/learn-curve.html#interpret-learning-curves): In-page section heading. - [Compute new sample sizes](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/learn-curve.html#compute-new-sample-sizes): In-page section heading. - [Learning Curves with OTV](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/learn-curve.html#learning-curves-with-otv): In-page section heading. - [Learning Curves additional info](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/learn-curve.html#learning-curves-additional-info): In-page section heading. - [Model Comparison](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/model-compare.html): You can compare the business returns of built models in a project using the Model Comparison tab or the Leaderboard's Compare Selected. - [Model Comparison](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/model-compare.html#model-comparison): In-page section heading. - [Compare models](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/model-compare.html#compare-models): In-page section heading. - [Speed vs Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/speed.html): Predictive accuracy often requires longer prediction runtime. The Speed vs Accuracy plot shows the runtime/accuracy tradeoff to help you choose the best model. - [Speed vs Accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/other/speed.html#speed-vs-accuracy): In-page section heading. - [Deploy tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/deploy.html): How to deploy a model from the Leaderboard - [Deploy tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/deploy.html#deploy-tab): In-page section heading. - [Downloads tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/download-classic.html): Understand how to use the Downloads tab to export models for transfer and download exportable charts. - [Downloads tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/download-classic.html#downloads-tab): In-page section heading. - [Download charts](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/download-classic.html#download-charts): In-page section heading. - [Download RuleFit code](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/download-classic.html#download-rulefit-code): In-page section heading. - [Download the MLOps package (Self-Managed)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/download-classic.html#download-the-mlops-package): In-page section heading. - [Predict](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/index.html): Details on the Leaderboard Predict tab's capabilities. - [Predict](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/index.html#predict): In-page section heading. - [Portable Predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/port-pred.html): Learn about DataRobot's available methods for portable predictions. - [Portable Predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/port-pred.html#portable-predictions): In-page section heading. - [Make predictions before deploying a model](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/predict.html): Learn how to make predictions on models that are not yet deployed and how to make predictions using an external dataset or your training data. - [Make predictions before deploying a model](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/predict.html#make-predictions-before-deploying-a-model): In-page section heading. - [Workflows for testing predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/predict.html#workflows-for-testing-predictions): In-page section heading. - [Make predictions on a new model](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/predictions/predict.html#make-predictions-on-a-new-model): In-page section heading. - [Cluster Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/cluster-insights-classic.html): Learn how the Cluster Insights visualization helps you to understand the natural groupings in your data. - [Cluster Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/cluster-insights-classic.html#cluster-insights): In-page section heading. - [View features](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/cluster-insights-classic.html#view-features): In-page section heading. - [Name clusters](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/cluster-insights-classic.html#name-clusters): In-page section heading. - [Add or remove clusters from the display](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/cluster-insights-classic.html#add-or-remove-clusters-from-the-display): In-page section heading. - [Download cluster insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/cluster-insights-classic.html#download): In-page section heading. - [Investigate cluster features](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/cluster-insights-classic.html#investigate-cluster-features): In-page section heading. - [Feature Effects](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-effects-classic.html): Feature Effects (with partial dependence) conveys how changes to the value of each feature change model predictions. - [Feature Effects](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-effects-classic.html#feature-effects): In-page section heading. - [Display options](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-effects-classic.html#display-options): In-page section heading. - [List of features](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-effects-classic.html#list-of-features): In-page section heading. - [Feature Effects results](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-effects-classic.html#feature-effects-results): In-page section heading. - [More info...](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-effects-classic.html#more-info): In-page section heading. - [Feature Impact](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html): Feature Impact shows, on demand, which features are driving model decisions the most. It is rendered using permutation, SHAP, or tree-based importance. - [Feature Impact](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#feature-impact): In-page section heading. - [Shared permutation-based Feature Impact](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#shared-permutation-based-feature-impact): In-page section heading. - [Interpret and use Feature Impact](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#interpret-and-use-feature-impact): In-page section heading. - [Feature Impact methodologies](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#feature-impact-methodologies): In-page section heading. - [Generate the Feature Impact chart](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#generate-the-feature-impact-chart): In-page section heading. - [Quick-compute](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#quick-compute): In-page section heading. - [Create a new feature list](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#create-a-new-feature-list): In-page section heading. - [Remove redundant features (AutoML)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#remove-redundant-features-automl): In-page section heading. - [Feature Impact with time series (permutation only)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#feature-impact-with-time-series-permutation-only): In-page section heading. - [Remove redundant features (time series)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#remove-redundant-features-time-series): In-page section heading. - [Feature Impact with multiclass models (permutation only)](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/feature-impact-classic.html#feature-impact-with-multiclass-models-permutation-only): In-page section heading. - [Understand tabs](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/index.html): The Understand tabs—Feature Effects, Feature Impact, Prediction Explanations, and Word Cloud—explain what drives a model’s predictions. - [Understand](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/index.html#understand): In-page section heading. - [Prediction Explanations for clusters](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/cluster-pe.html): Understand the reasons behind a clustering model’s outcomes using Prediction Explanations to uncover the factors that most contribute to those outcomes. - [Prediction Explanations for clusters](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/cluster-pe.html#prediction-explanations-for-clusters): In-page section heading. - [Interpret Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/cluster-pe.html#interpret-prediction-explanations): In-page section heading. - [Download explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/cluster-pe.html#download-explanations): In-page section heading. - [Explanations from a deployment](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/cluster-pe.html#explanations-from-a-deployment): In-page section heading. - [Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/index.html): Index page for SHAP, XEMP, and Text Prediction Explanations. - [Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/index.html#prediction-explanations): In-page section heading. - [Prediction Explanations overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-overview.html): SHAP and XEMP Prediction Explanations give a quantitative indicator of how variables affect predictions by row. Text explanations identify which specific words within a feature are impactful. - [Prediction Explanations overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-overview.html#prediction-explanations-overview): In-page section heading. - [SHAP or XEMP-based methodology?](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-overview.html#shap-or-xemp-based-methodology): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-overview.html#examples): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-overview.html#feature-considerations): In-page section heading. - [Text Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-text.html): Helps to understand the importance (both negative and positive impacts) a model places on words and phrases. - [Text Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-text.html#text-prediction-explanations): In-page section heading. - [Access text explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-text.html#access-text-explanations): In-page section heading. - [View text explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-text.html#view-text-explanations): In-page section heading. - [Compute and download predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-text.html#compute-and-download-predictions): In-page section heading. - [Explanations from a deployment](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-text.html#explanations-from-a-deployment): In-page section heading. - [Additional support](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-text.html#additional-support): In-page section heading. - [SHAP Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/shap-pe.html): Enable SHAP-based Prediction Explanations prior to building tree- and linear-based models to understand which features drive each model decision. - [SHAP Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/shap-pe.html#shap-prediction-explanations): In-page section heading. - [Preview Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/shap-pe.html#preview-prediction-explanations): In-page section heading. - [Interpret SHAP Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/shap-pe.html#interpret-shap-prediction-explanations): In-page section heading. - [Computing and downloading explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/shap-pe.html#computing-and-downloading-explanations): In-page section heading. - [Upload a dataset](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/shap-pe.html#upload-a-dataset): In-page section heading. - [Prediction Explanation calculations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/shap-pe.html#prediction-explanation-calculations): In-page section heading. - [Prediction Explanations for time-aware projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/ts-otv-predex.html): Compute prediction explanations for data in OTV and time series projects. - [Prediction Explanations for time-aware projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/ts-otv-predex.html#compute-prediction-explanations-for-time-aware-projects): In-page section heading. - [Get Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/ts-otv-predex.html#get-prediction-explanations): In-page section heading. - [XEMP Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html): To view XEMP-based Prediction Explanations, which work for all models, first calculate feature impact on the Prediction Explanations or Feature Impact tabs. - [XEMP Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#xemp-prediction-explanations): In-page section heading. - [Prediction Explanations overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#prediction-explanations-overview): In-page section heading. - [Interpret XEMP Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#interpret-xemp-prediction-explanations): In-page section heading. - [Modify the preview](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#modify-the-preview): In-page section heading. - [Compute and download predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#compute-and-download-predictions): In-page section heading. - [Compute full explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#compute-full-explanations): In-page section heading. - [Multiclass Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#multiclass-prediction-explanations): In-page section heading. - [Explanations from a deployment](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#explanations-from-a-deployment): In-page section heading. - [Prediction Explanations for Visual AI](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html#prediction-explanations-for-visual-ai): In-page section heading. - [Word Cloud](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/word-cloud-classic.html): Word Cloud displays the most relevant words and short phrases in word cloud format. - [Word Cloud](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/word-cloud-classic.html#word-cloud): In-page section heading. - [Configure hyperparameters for custom tasks](https://docs.datarobot.com/en/docs/classic-ui/modeling/automl-preview/cml-hyperparam.html): Define the hyperparameters for a custom task. - [Configure hyperparameters for custom tasks](https://docs.datarobot.com/en/docs/classic-ui/modeling/automl-preview/cml-hyperparam.html#configure-hyperparameters-for-custom-tasks): In-page section heading. - [AutoML preview features](https://docs.datarobot.com/en/docs/classic-ui/modeling/automl-preview/index.html): Read preliminary documentation for AutoML features currently in the DataRobot preview pipeline. - [AutoML preview features](https://docs.datarobot.com/en/docs/classic-ui/modeling/automl-preview/index.html#automl-preview-features): In-page section heading. - [Available AutoML preview documentation](https://docs.datarobot.com/en/docs/classic-ui/modeling/automl-preview/index.html#available-automl-public-preview-documentation): In-page section heading. - [Quantile regression analysis](https://docs.datarobot.com/en/docs/classic-ui/modeling/automl-preview/quantile-reg.html): For some projects, predicting the tendency (average or median, for example) of the target variable is not the prime concern; some are more interested in predicting a conditional value (a quantile). - [Quantile regression analysis](https://docs.datarobot.com/en/docs/classic-ui/modeling/automl-preview/quantile-reg.html#quantile-regression-analysis): In-page section heading. - [Quantile regression metric](https://docs.datarobot.com/en/docs/classic-ui/modeling/automl-preview/quantile-reg.html#quantile-regression-metric): In-page section heading. - [Additional](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/additional.html): Describes the settings available from the Additional advanced option tab, where you can fine-tune a variety of aspects of model building. - [Additional](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/additional.html#additional): In-page section heading. - [Change the optimization metric](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/additional.html#change-the-optimization-metric): In-page section heading. - [Additional weighting details](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/additional.html#additional-weighting-details): In-page section heading. - [Weighting effect on insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/additional.html#weighting-effect-on-insights): In-page section heading. - [Offset and Exposure in modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/additional.html#offset-and-exposure-in-modeling): In-page section heading. - [External Predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/external-preds.html): Through the **External Predictions** advanced option tab, you can bring external model(s) into the DataRobot AutoML environment, view them on the Leaderboard, and run a subset of DataRobot's evalua... - [External Predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/external-preds.html#external-predictions): In-page section heading. - [Workflow overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/external-preds.html#workflow-overview): In-page section heading. - [Prepare the dataset](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/external-preds.html#prepare-the-dataset): In-page section heading. - [Set advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/external-preds.html#set-advanced-options): In-page section heading. - [Add an external model](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/external-preds.html#add-an-external-model): In-page section heading. - [Evaluate the external model](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/external-preds.html#evaluate-the-external-model): In-page section heading. - [Bias and fairness testing](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/external-preds.html#bias-and-fairness-testing): In-page section heading. - [Bias and Fairness](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/fairness-metrics.html): Describes the Bias and Fairness advanced option tab, where you can set protected features, choose a fairness metric, and configure bias mitigation techniques. - [Bias and Fairness](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/fairness-metrics.html#bias-and-fairness): In-page section heading. - [Configure metrics and mitigation pre-Autopilot](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/fairness-metrics.html#configure-metrics-and-mitigation-pre-autopilot): In-page section heading. - [Configure metrics and mitigation post-Autopilot](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/fairness-metrics.html#configure-metrics-and-mitigation-post-autopilot): In-page section heading. - [Mitigation eligibility](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/fairness-metrics.html#mitigation-eligibility): In-page section heading. - [Bias mitigation considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/fairness-metrics.html#bias-mitigation-considerations): In-page section heading. - [Feature Constraints](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/feature-con.html): Describes the settings available from the Feature Constraints advanced option tab, where you can control the influence, both up and down, between variables and the target. - [Feature Constraints](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/feature-con.html#feature-constraints): In-page section heading. - [Monotonicity](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/feature-con.html#monotonicity): In-page section heading. - [Aggregate / trim](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/feature-con.html#aggregate-trim): In-page section heading. - [Pairwise Interactions](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/feature-con.html#pairwise-interactions): In-page section heading. - [GPUs for deep learning](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/gpus.html): Use GPU workers for faster training. - [GPUs for deep learning](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/gpus.html#gpus-for-deep-learning): In-page section heading. - [GPU task support](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/gpus.html#gpu-task-support): In-page section heading. - [Enable GPU workers](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/gpus.html#enable-gpu-workers): In-page section heading. - [GPU modeling process](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/gpus.html#gpu-modeling-process): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/gpus.html#feature-considerations): In-page section heading. - [Advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/index.html): Set advanced parameters before building models to set non-default characteristics of the model build. - [Advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/index.html#advanced-options): In-page section heading. - [Partitioning](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/partitioning.html): Describes the settings available from the Partitioning advanced option tab, where you can set the method DataRobot uses to group observations (or rows) together for evaluation and model building. - [Partitioning](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/partitioning.html#partitioning): In-page section heading. - [Configure model validation](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/partitioning.html#configure-model-validation): In-page section heading. - [Partitioning details](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/partitioning.html#partitioning-details): In-page section heading. - [Smart Downsampling](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/smart-ds.html): Smart Downsampling is a technique to reduce total dataset size by reducing the size of the majority class, enabling you to build models faster without sacrificing accuracy. - [Smart Downsampling](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/smart-ds.html#smart-downsampling): In-page section heading. - [Conditions for Smart Downsampling](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/smart-ds.html#conditions-for-smart-downsampling): In-page section heading. - [Enable Smart Downsampling](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/smart-ds.html#enable-smart-downsampling): In-page section heading. - [Clustering advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/time-series-cluster-adv-opt.html): Allows you to set the number of clusters that DataRobot automatically discovers during time series clustering. - [Clustering advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/time-series-cluster-adv-opt.html#clustering-advanced-options): In-page section heading. - [Image Augmentation](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/ttia.html): Describes the settings available from the Image Augmentation advanced option tab, where you can create new training images by randomly transforming existing images, thereby increasing the size of t... - [Image Augmentation](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/ttia.html#image-augmentation): In-page section heading. - [Set transformations prior to modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/adv-opt/ttia.html#set-transformations-prior-to-modeling): In-page section heading. - [Add/delete models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/creating-addl-models.html): Describes how to work with models after your initial model build, including creating blenders. - [Add/delete models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/creating-addl-models.html#adddelete-models): In-page section heading. - [Add models from the Leaderboard](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/creating-addl-models.html#add-models-from-the-leaderboard): In-page section heading. - [Blended models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/creating-addl-models.html#blended-models): In-page section heading. - [Add models from selected](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/creating-addl-models.html#add-models-from-selected): In-page section heading. - [Delete models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/creating-addl-models.html#delete-models): In-page section heading. - [Work with feature lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/feature-lists.html): Describes how to work with feature lists, which control the subset of features that DataRobot uses to build models. - [Work with feature lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/feature-lists.html#work-with-feature-lists): In-page section heading. - [Select a feature list](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/feature-lists.html#select-a-feature-list): In-page section heading. - [Create feature lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/feature-lists.html#create-feature-lists): In-page section heading. - [Feature Lists tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/feature-lists.html#feature-lists-tab): In-page section heading. - [Manage feature lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/feature-lists.html#manage-feature-lists): In-page section heading. - [Edit names and descriptions](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/feature-lists.html#edit-names-and-descriptions): In-page section heading. - [Rerun Autopilot on a feature list](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/feature-lists.html#rerun-autopilot-on-a-feature-list): In-page section heading. - [Frozen runs](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/frozen-run.html): Describes “frozen runs,” a setting that freezes parameter settings from a model’s early, small sample size-based run to improve build times for ever increasing sample sizes. - [Frozen runs](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/frozen-run.html#frozen-runs): In-page section heading. - [Start a frozen run](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/frozen-run.html#start-a-frozen-run): In-page section heading. - [Compare frozen run models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/frozen-run.html#compare-frozen-run-models): In-page section heading. - [Build models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/index.html): This topic introduces elements of the basic modeling workflow as well as methods for building additional models in a project. - [Build models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/index.html#build-models): In-page section heading. - [Basic model workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html): Describes the basic workflow of the DataRobot model building process, with links to complete documentation for each step. - [Basic model workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#basic-model-workflow): In-page section heading. - [Model building workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#model-building-workflow): In-page section heading. - [Explore your data](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#explore-your-data): In-page section heading. - [Set the target feature](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#set-the-target-feature): In-page section heading. - [Customize the model build](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#customize-the-model-build): In-page section heading. - [Set up time-aware modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#set-up-time-aware-modeling): In-page section heading. - [Set the modeling mode](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#set-the-modeling-mode): In-page section heading. - [Start the build](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#start-the-build): In-page section heading. - [Build failure](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#build-failure): In-page section heading. - [Configure modeling settings](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/model-data.html#configure-modeling-settings): In-page section heading. - [Comprehensive Autopilot](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/more-accuracy.html): Describes the model building mode that returns the most accurate models by running all repository modeling blueprints on the maximum Autopilot sample size. - [Comprehensive Autopilot](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/more-accuracy.html#comprehensive-autopilot): In-page section heading. - [Comprehensive Autopilot](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/more-accuracy.html#comprehensive-autopilot_1): In-page section heading. - [Get more accuracy](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/more-accuracy.html#get-more-accuracy): In-page section heading. - [Model Repository](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/repository.html): DataRobot's library of algorithms used to build models. They may be run as part of Autopilot and also are available for manual selection. - [Model Repository](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/repository.html#model-repository): In-page section heading. - [Search the Repository](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/repository.html#search-the-repository): In-page section heading. - [Create a new model](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/repository.html#create-a-new-model): In-page section heading. - [Unlock Holdout](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/unlocking-holdout.html): Holdout, the portion of your data DataRobot reserves when building models, provides an evaluation metric that measures a model's accuracy against the unseen data to validate model quality. - [Unlock Holdout](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/build-basic/unlocking-holdout.html#unlock-holdout): In-page section heading. - [Build models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/index.html): Introduces the phases of building models, including Advanced options, building models, and managing projects. - [Build models](https://docs.datarobot.com/en/docs/classic-ui/modeling/build-models/index.html#build-models): In-page section heading. - [Modeling FAQ](https://docs.datarobot.com/en/docs/classic-ui/modeling/general-modeling-faq.html): The following addresses questions and answers about modeling in general and then more specifically about building models and using model insights. - [Modeling FAQ](https://docs.datarobot.com/en/docs/classic-ui/modeling/general-modeling-faq.html#modeling-faq): In-page section heading. - [General modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/general-modeling-faq.html#general-modeling): In-page section heading. - [Build models](https://docs.datarobot.com/en/docs/classic-ui/modeling/general-modeling-faq.html#build-models): In-page section heading. - [Model insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/general-modeling-faq.html#model-insights): In-page section heading. - [Modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/index.html): Learn about the modeling process. Covers setting modeling parameters before building, modeling workflow, managing models and projects, and exporting data. - [Modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/index.html#modeling): In-page section heading. - [Build models](https://docs.datarobot.com/en/docs/classic-ui/modeling/index.html#build-models): In-page section heading. - [Model insights (Leaderboard tabs)](https://docs.datarobot.com/en/docs/classic-ui/modeling/index.html#model-insights-leaderboard-tabs): In-page section heading. - [Specialized workflows](https://docs.datarobot.com/en/docs/classic-ui/modeling/index.html#specialized-workflows): In-page section heading. - [Time series modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/index.html#time-series-modeling): In-page section heading. - [Modeling reference](https://docs.datarobot.com/en/docs/classic-ui/modeling/index.html#modeling-reference): In-page section heading. - [Project control center](https://docs.datarobot.com/en/docs/classic-ui/modeling/manage-projects.html): Use the project control center to quickly access recently used projects and the Manage Projects inventory. - [Manage projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/manage-projects.html#manage-projects): In-page section heading. - [Projects dropdown](https://docs.datarobot.com/en/docs/classic-ui/modeling/manage-projects.html#projects-dropdown): In-page section heading. - [Project summaries](https://docs.datarobot.com/en/docs/classic-ui/modeling/manage-projects.html#project-summaries): In-page section heading. - [Create a new project](https://docs.datarobot.com/en/docs/classic-ui/modeling/manage-projects.html#create-a-new-project): In-page section heading. - [Manage Projects control center](https://docs.datarobot.com/en/docs/classic-ui/modeling/manage-projects.html#manage-projects-control-center): In-page section heading. - [Tag a project](https://docs.datarobot.com/en/docs/classic-ui/modeling/manage-projects.html#tag-a-project): In-page section heading. - [Project actions menu](https://docs.datarobot.com/en/docs/classic-ui/modeling/manage-projects.html#project-actions-menu): In-page section heading. - [Bias and Fairness resources](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/bias-resources.html): Provides links to bias and fairness resources used in DataRobot. - [Bias and Fairness resources](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/bias-resources.html#bias-and-fairness-resources): In-page section heading. - [Modify a blueprint](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-blueprint-edit.html): Describes how a blueprint works and the basics of using the blueprint editor. - [Modify a blueprint](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-blueprint-edit.html#modify-a-blueprint): In-page section heading. - [How a blueprint works](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-blueprint-edit.html#how-a-blueprint-works): In-page section heading. - [Access the blueprint editor](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-blueprint-edit.html#access-the-blueprint-editor): In-page section heading. - [Use the blueprint editor](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-blueprint-edit.html#use-the-blueprint-editor): In-page section heading. - [Blueprint validation](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-blueprint-edit.html#blueprint-validation): In-page section heading. - [Train new models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-blueprint-edit.html#train-new-models): In-page section heading. - [More info...](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-blueprint-edit.html#more-info): In-page section heading. - [Custom environments](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-env.html): Describes how to build a custom environment when a custom task requires something not contained in one of DataRobot's built-in environments. - [Custom environments](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-env.html#custom-environments): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-env.html#prerequisites): In-page section heading. - [Create the environment](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-env.html#create-the-environment): In-page section heading. - [Test the environment locally](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-env.html#test-the-environment-locally): In-page section heading. - [Use the new environment](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-env.html#use-the-new-environment): In-page section heading. - [Work with environments](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-env.html#work-with-environments): In-page section heading. - [Create custom tasks](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html): Describes how to create and apply custom tasks and work with the resulting custom blueprints. - [Create custom tasks](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#create-custom-tasks): In-page section heading. - [Understand custom tasks](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#understand-custom-tasks): In-page section heading. - [Define task code](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#define-task-code): In-page section heading. - [Define task metadata](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#define-task-metadata): In-page section heading. - [Define the task environment](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#define-the-task-environment): In-page section heading. - [Test the task locally](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#test-the-task-locally): In-page section heading. - [Upload the task](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#upload-the-task): In-page section heading. - [Compose and train a blueprint](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#compose-and-train-a-blueprint): In-page section heading. - [Get insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#get-insights): In-page section heading. - [Deploy](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#deploy): In-page section heading. - [Download training artifacts](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#download-training-artifacts): In-page section heading. - [Implicit sharing](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-custom-tasks.html#implicit-sharing): In-page section heading. - [DRUM CLI tool](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-drum.html): DataRobot Model Runner is a tool that allows you to work with Python, R, and Java custom models and to quickly test custom tasks. - [DRUM CLI tool](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-drum.html#drum-cli-tool): In-page section heading. - [DRUM on Ubuntu](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-drum.html#drum-on-ubuntu): In-page section heading. - [DRUM on Mac](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-drum.html#drum-on-mac): In-page section heading. - [DRUM on Windows with WSL2](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-drum.html#drum-on-windows-with-wsl2): In-page section heading. - [Composable ML overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-overview.html): Composable ML provides a full-flexibility approach to model building, allowing you to build blueprints that best suit your needs using built-in tasks and custom Python/R code. - [Composable ML overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-overview.html#composable-ml-overview): In-page section heading. - [Get started with Composable ML](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-overview.html#get-started-with-composable-ml): In-page section heading. - [How it works](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-overview.html#how-it-works): In-page section heading. - [Why use Composable ML?](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-overview.html#why-use-composable-ml): In-page section heading. - [Use cases](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-overview.html#use-cases): In-page section heading. - [Composable ML Quickstart](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-quickstart.html): This quickstart provides an example that walks you through testing and learning Composable ML so that you can then apply it against your own use case. - [Composable ML Quickstart](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-quickstart.html#composable-ml-quickstart): In-page section heading. - [Create a project and open the blueprint editor](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-quickstart.html#create-a-project-and-open-the-blueprint-editor): In-page section heading. - [Replace a task](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-quickstart.html#replace-a-task): In-page section heading. - [Create a custom task](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-quickstart.html#create-a-custom-task): In-page section heading. - [Apply new task and train](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-quickstart.html#apply-new-task-and-train): In-page section heading. - [Evaluate and deploy](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/cml-quickstart.html#evaluate-and-deploy): In-page section heading. - [Enable network access for custom tasks](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/custom-task-network-access.html): Configure custom tasks to access public networks. - [Enable network access for custom tasks](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/custom-task-network-access.html#enable-network-access-for-custom-tasks): In-page section heading. - [Get the credentials ID](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/custom-task-network-access.html#get-the-credentials-id): In-page section heading. - [Set credentials](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/custom-task-network-access.html#set-credentials): In-page section heading. - [Enable public IP address access](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/custom-task-network-access.html#enable-public-ip-address-access): In-page section heading. - [Test locally with DRUM](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/custom-task-network-access.html#test-locally-with-drum): In-page section heading. - [Composable ML](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/index.html): Documentation for Composable Machine Learning (ML), including a Quickstart, overview, and instructions for editing or crating blueprints, tasks, and environments. - [Composable ML](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/cml/index.html#composable-ml): In-page section heading. - [Document ingest and modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-ingest.html): Learn how to ingest PDF documents as an input to modeling. - [Document ingest and modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-ingest.html#document-ingest-and-modeling): In-page section heading. - [Prepare PDF data](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-ingest.html#prepare-pdf-data): In-page section heading. - [Model with text](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-ingest.html#model-with-text): In-page section heading. - [Document settings](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-ingest.html#document-settings): In-page section heading. - [Data quality](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-ingest.html#data-quality): In-page section heading. - [Deep dive: Text handling details](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-ingest.html#deep-dive-text-handling-details): In-page section heading. - [Document AI insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-insights.html): Use the Document AI visualizations to better understand the information contained in your documents. - [Document AI insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-insights.html#document-ai-insights): In-page section heading. - [Document Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-insights.html#document-insights): In-page section heading. - [Clustering Insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-insights.html#clustering-insights): In-page section heading. - [Advanced Tuning](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-insights.html#advanced-tuning): In-page section heading. - [Document AI overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-overview.html): Read background information and a simplified workflow overview. - [Document AI overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-overview.html#document-ai-overview): In-page section heading. - [Workflow overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-overview.html#workflow-overview): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-overview.html#feature-considerations): In-page section heading. - [Predictions from documents](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-predictions.html): Multiple methods are available for making predictions with Document AI. - [Predictions from documents](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/doc-ai-predictions.html#predictions-from-documents): In-page section heading. - [Document AI](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/index.html): Learn how to use documents as a data source without manual intervention to make documents available for modeling. - [Document AI](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/doc-ai/index.html#document-ai): In-page section heading. - [Specialized workflows](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/index.html): Leverage the support for alternative workflows for specialized data types such as anomaly detection, multilabel modeling, Visual and Location AI, and date/time partitioning. - [Specialized workflows](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/index.html#specialized-workflows): In-page section heading. - [Location AI](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/index.html): DataRobot Location AI adds tools and support for geospatial analysis across the entire AutoML workflow. - [Location AI](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/index.html#location-ai): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/index.html#feature-considerations): In-page section heading. - [Exploratory Spatial Data Analysis (ESDA)](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-esda.html): Location AI provides a variety of tools for conducting ESDA within the DataRobot AutoML environment. - [Exploratory Spatial Data Analysis (ESDA)](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-esda.html#exploratory-spatial-data-analysis-esda): In-page section heading. - [Location visualization](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-esda.html#location-visualization): In-page section heading. - [Feature Over Space](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-esda.html#feature-over-space): In-page section heading. - [Kernel density map](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-esda.html#kernel-density-map): In-page section heading. - [Hexagon map](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-esda.html#hexagon-map): In-page section heading. - [Heat map](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-esda.html#heat-map): In-page section heading. - [Data ingest](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-ingest.html): DataRobot Location AI enables tapping into existing geospatial data sources through a variety of pathways. - [Data ingest](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-ingest.html#data-ingest): In-page section heading. - [Native geospatial data](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-ingest.html#native-geospatial-data): In-page section heading. - [Auto-recognition of location data](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-ingest.html#auto-recognition-of-location-data): In-page section heading. - [User transformation to location data](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-ingest.html#user-transformation-to-location-data): In-page section heading. - [Location variable type](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-ingest.html#location-variable-type): In-page section heading. - [Accuracy Over Space](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-insights.html): Location AI insights help to discover spatial patterns in prediction errors and visualize prediction errors across data partitions on a map visualization. - [Accuracy Over Space](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-insights.html#accuracy-over-space): In-page section heading. - [Modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-model.html): When a spatial structure is present in the input dataset, Location AI’s modeling enhancements expand traditional automated feature engineering and improve model options. - [Modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-model.html#modeling): In-page section heading. - [Automated location feature engineering](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-model.html#automated-location-feature-engineering): In-page section heading. - [Derived spatial lag features](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-model.html#derived-spatial-lag-features): In-page section heading. - [Derived local autocorrelation features](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/location-ai/lai-model.html#derived-local-autocorrelation-features): In-page section heading. - [Multilabel modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html): In DataRobot's multilabel modeling, each row in a dataset is associated with one, several, or zero labels. - [Multilabel modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html#multilabel-modeling): In-page section heading. - [Create the dataset](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html#create-the-dataset): In-page section heading. - [How DataRobot detects multilabel](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html#how-datarobot-detects-multilabel): In-page section heading. - [Feature Statistics tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html#feature-statistics-tab): In-page section heading. - [Building and investigating models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html#building-and-investigating-models): In-page section heading. - [Leaderboard tabs](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html#leaderboard-tabs): In-page section heading. - [Making predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html#making-predictions): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/multilabel-classic.html#feature-considerations): In-page section heading. - [Out-of-time validation modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html): Out-of-time validation (OTV) is a method of modeling time-relevant data using date/time partitioning. - [Out-of-time validation (OTV)](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#out-of-time-validation-otv): In-page section heading. - [Basic workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#basic-workflow): In-page section heading. - [Advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#advanced-options): In-page section heading. - [Set backtest partitions globally](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#set-backtest-partitions-globally): In-page section heading. - [Change backtest partitions](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#change-backtest-partitions): In-page section heading. - [Interpret the display](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#interpret-the-display): In-page section heading. - [Build time-aware models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#build-time-aware-models): In-page section heading. - [Time-aware models on the Leaderboard](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#time-aware-models-on-the-leaderboard): In-page section heading. - [View summary information](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#view-summary-information): In-page section heading. - [Partition without holdout](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#partition-without-holdout): In-page section heading. - [About final models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#about-final-models): In-page section heading. - [Retrain before deployment](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#retrain-before-deployment): In-page section heading. - [Understanding backtests](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#understanding-backtests): In-page section heading. - [Understanding gaps](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#understanding-gaps): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/otv.html#feature-considerations): In-page section heading. - [Text AI resources](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/textai-resources.html): Provides links to Text AI resources available in DataRobot. - [Text AI resources](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/textai-resources.html#text-ai-resources): In-page section heading. - [Anomaly detection](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html): Work with unlabeled data to build models in unsupervised mode (anomaly detection). - [Anomaly detection](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html#anomaly-detection): In-page section heading. - [Anomaly detection workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html#anomaly-detection-workflow): In-page section heading. - [Anomaly score insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html#anomaly-score-insights): In-page section heading. - [Partially labeled data](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html#partially-labeled-data): In-page section heading. - [Anomaly detection blueprints](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html#anomaly-detection-blueprints): In-page section heading. - [Time series anomaly detection](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html#time-series-anomaly-detection): In-page section heading. - [Sample use cases](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html#sample-use-cases): In-page section heading. - [Anomaly detection considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/anomaly-detection.html#anomaly-detection-considerations): In-page section heading. - [Clustering](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/clustering.html): Learn how to use clustering, a form of unsupervised learning, to separate your samples into clusters that help you to better understand your data or to use as segments for time series modeling. - [Clustering](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/clustering.html#clustering): In-page section heading. - [How to use clustering models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/clustering.html#how-to-use-clustering-models): In-page section heading. - [Build a clustering model](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/clustering.html#build-a-clustering-model): In-page section heading. - [Sample clustering blueprint](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/clustering.html#sample-clustering-blueprint): In-page section heading. - [Visualizations for exploring clusters](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/clustering.html#visualizations-for-exploring-clusters): In-page section heading. - [Configure the number of clusters](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/clustering.html#configure-the-number-of-clusters): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/clustering.html#feature-considerations): In-page section heading. - [Unsupervised learning](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/index.html): Work with unlabeled data to build models in unsupervised mode (anomaly detection and clustering). - [Unsupervised learning](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/unsupervised/index.html#unsupervised-learning): In-page section heading. - [Visual AI](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/index.html): This topic introduces the workflow and reference materials for including images as part of your DataRobot project. - [Visual AI](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/index.html#visual-ai): In-page section heading. - [Train-time image augmentation](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/index.html): Train-time image augmentation is a processing step in the DataRobot blueprint that creates new images for training by randomly transforming existing images. - [Train-time image augmentation](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/index.html#train-time-image-augmentation): In-page section heading. - [Use case examples](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-examples.html): Sample use cases for how and when to use train-time image augmentation in image datasets. - [Use case examples](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-examples.html#use-case-examples): In-page section heading. - [Identifying types of plankton](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-examples.html#identifying-types-of-plankton): In-page section heading. - [Classifying groceries](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-examples.html#classifying-groceries): In-page section heading. - [Finding powerlines](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-examples.html#finding-powerlines): In-page section heading. - [About augmented models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-introduction.html): An overview of augmented modeling and how it supports the potential for smaller overall loss by improving the generalization of models on unseen data. - [About augmented models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-introduction.html#about-augmented-models): In-page section heading. - [Image augmentation](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-introduction.html#image-augmentation): In-page section heading. - [Transformations and lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-lists.html): To simplify comparing multiple augmentation strategies across many models, DataRobot provides the capability to create augmentation lists. - [Transformations and lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-lists.html#transformations-and-lists): In-page section heading. - [Augmentation lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-lists.html#augmentation-lists): In-page section heading. - [Augmentation list components](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/tti-augment/ttia-lists.html#augmentation-list-components): In-page section heading. - [Model insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-insights.html): Visual AI provides several tools to help visually assess, understand, and evaluate model performance. - [Visual AI model insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-insights.html#visual-ai-model-insights): In-page section heading. - [Image Embeddings](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-insights.html#image-embeddings): In-page section heading. - [Activation Maps](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-insights.html#activation-maps): In-page section heading. - [Neural Network Visualizer](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-insights.html#neural-network-visualizer): In-page section heading. - [Build Visual AI models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-model.html): Building Visual AI models, as with any DataRobot project, starts with preparing and uploading data. - [Build Visual AI models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-model.html#build-visual-ai-models): In-page section heading. - [Prepare the dataset](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-model.html#prepare-the-dataset): In-page section heading. - [Create projects from the AI Catalog](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-model.html#create-projects-from-the-ai-catalog): In-page section heading. - [Review data before building](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-model.html#review-data-before-building): In-page section heading. - [Review data after building](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-model.html#review-data-after-building): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-model.html#predictions): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-model.html#feature-considerations): In-page section heading. - [Visual AI overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-overview.html): Working with image features in DataRobot follows the same workflow as that of non-image projects, with DataRobot automating the preparation, selection, and training of a wide variety of deep learni... - [Visual AI overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-overview.html#visual-ai-overview): In-page section heading. - [How Visual AI works](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-overview.html#how-visual-ai-works): In-page section heading. - [Workflow overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-overview.html#workflow-overview): In-page section heading. - [Visual AI predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-predictions.html): There are a variety of methods for making predictions from DataRobot's image models; use Base64 encoding and sample scripts to simplify. - [Visual AI predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-predictions.html#visual-ai-predictions): In-page section heading. - [Base64 encoding format](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-predictions.html#base64-encoding-format): In-page section heading. - [Sample scripts](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-predictions.html#sample-scripts): In-page section heading. - [Deep dive](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-predictions.html#deep-dive): In-page section heading. - [Tune models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-tuning.html): Use the information gained from Visual AI insights to calibrate tuning, apply different augmentation strategies, change the neural net, and more. - [Tune models](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-tuning.html#tune-models): In-page section heading. - [Augmentation lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-tuning.html#augmentation-lists): In-page section heading. - [Granularity](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-tuning.html#granularity): In-page section heading. - [Image fine-tuning](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-tuning.html#image-fine-tuning): In-page section heading. - [Tune hyperparameters](https://docs.datarobot.com/en/docs/classic-ui/modeling/special-workflows/visual-ai/vai-tuning.html#tune-hyperparameters): In-page section heading. - [External prediction comparison](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/cyob.html): Compare model predictions created outside of DataRobot with DataRobot-driven predictions to drive the best business decisions. - [External prediction comparison](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/cyob.html#external-prediction-comparison): In-page section heading. - [Enabling external prediction comparison](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/cyob.html#enabling-external-prediction-comparison): In-page section heading. - [Time-series modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/index.html): This topic introduces components of time-aware modeling, a recommended practice for data science problems where conditions may change over time. - [Time-series modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/index.html#time-series-modeling): In-page section heading. - [Multiseries modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/multiseries.html): Multiseries modeling allows you to model datasets that contain multiple time series based on a common set of input features. - [Multiseries modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/multiseries.html#multiseries-modeling): In-page section heading. - [Set the series ID](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/multiseries.html#set-the-series-id): In-page section heading. - [Set the series ID through advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/multiseries.html#set-the-series-id-through-advanced-options): In-page section heading. - [Multiseries calendars](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/multiseries.html#multiseries-calendars): In-page section heading. - [Sampling in multiseries projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/multiseries.html#sampling-in-multiseries-projects): In-page section heading. - [Multiseries use case](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/multiseries.html#multiseries-use-case): In-page section heading. - [Nowcasting](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/nowcasting.html): Describes making predictions for the present and very near future (very short-range forecasting). - [Nowcasting](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/nowcasting.html#nowcasting): In-page section heading. - [Use nowcasting](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/nowcasting.html#use-nowcasting): In-page section heading. - [More info...](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/nowcasting.html#more-info): In-page section heading. - [Time series advanced modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/index.html): This topic provides deep-dive reference material for DataRobot time series modeling. - [Time series advanced modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/index.html#time-series-advanced-modeling): In-page section heading. - [Clustering advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-cluster-adv-opt.html): Allows you to set the number of clusters that DataRobot automatically discovers during time series clustering. - [Clustering advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-cluster-adv-opt.html#clustering-advanced-options): In-page section heading. - [Customizing time series projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-customization.html): Describes how DataRobot calculates training partitions and the partitioning requirements for time series modeling. - [Customizing time series projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-customization.html#customizing-time-series-projects): In-page section heading. - [Set window values](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-customization.html#set-window-values): In-page section heading. - [Setting backtests](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-customization.html#setting-backtests): In-page section heading. - [Window and gap settings example](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-customization.html#window-and-gap-settings-example): In-page section heading. - [Date/time partitioning advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-date-time.html): Date/time partitioning sets up the underlying structure that supports time-aware modeling. - [Date/time partitioning advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-date-time.html#configure-ts-date-time-partitioning-advanced-options): In-page section heading. - [Advanced options](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-date-time.html#advanced-options): In-page section heading. - [Set backtest partitions globally](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-date-time.html#set-backtest-partitions-globally): In-page section heading. - [Change backtest partitions](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-date-time.html#change-backtest-partitions): In-page section heading. - [Interpret the display](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-date-time.html#interpret-the-display): In-page section heading. - [Understanding backtests](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-date-time.html#understanding-backtests): In-page section heading. - [Understanding gaps](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-adv-modeling/ts-date-time.html#understanding-gaps): In-page section heading. - [Clustering](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-clustering.html): Available for time series projects, clustering groups by similar series across a multiseries dataset for insights or to prepare for segmented modeling. - [Clustering](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-clustering.html#clustering): In-page section heading. - [Cluster discovery](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-clustering.html#cluster-discovery): In-page section heading. - [Use cluster models now](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-clustering.html#use-cluster-models-now): In-page section heading. - [Use cluster models from the Model Registry](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-clustering.html#use-cluster-models-from-the-model-registry): In-page section heading. - [Time series modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-flow-overview.html): Follow the steps used to create time series models. - [Time series modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-flow-overview.html#time-series-modeling): In-page section heading. - [Requirements and availability](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-flow-overview.html#requirements-and-availability): In-page section heading. - [Basic workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-flow-overview.html#basic-workflow): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-flow-overview.html#next-steps): In-page section heading. - [Deep dive: Requirements](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-flow-overview.html#deep-dive-requirements): In-page section heading. - [Time series insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html): Describes the visualizations available to help interpret your data and models. - [Time series insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html#time-series-insights): In-page section heading. - [Prior to modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html#prior-to-modeling): In-page section heading. - [Partition without holdout](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html#partition-without-holdout): In-page section heading. - [Feature Lineage tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html#feature-lineage-tab): In-page section heading. - [Build time-aware models](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html#build-time-aware-models): In-page section heading. - [Time-aware models on the Leaderboard](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html#time-aware-models-on-the-leaderboard): In-page section heading. - [View summary information](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html#view-summary-information): In-page section heading. - [Investigate models](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-leaderboard.html#investigate-models): In-page section heading. - [Time series modeling data](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/index.html): This topic describes the creation and management of the modeling dataset that is a result of the feature derivation process. - [Time series modeling data](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/index.html#time-series-modeling-data): In-page section heading. - [Restore features removed by reduction](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/restore-features.html): DataRobot then runs a feature reduction algorithm, removing features it detects as low impact, but you can add these features back into your available derived modeling data. - [Restore features removed by reduction](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/restore-features.html#restore-features-removed-by-reduction): In-page section heading. - [Identify removed features](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/restore-features.html#identify-removed-features): In-page section heading. - [Restore pruned features](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/restore-features.html#restore-pruned-features): In-page section heading. - [Create new feature lists](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/restore-features.html#create-new-feature-lists): In-page section heading. - [Deep dive: defining low impact](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/restore-features.html#deep-dive-defining-low-impact): In-page section heading. - [Read more](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/restore-features.html#read-more): In-page section heading. - [Create the modeling dataset](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-create-data.html): Understand how DataRobot's feature derivation process creates a new modeling dataset for time series projects. - [Create the modeling dataset](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-create-data.html#create-the-modeling-dataset): In-page section heading. - [Review data and new features](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-create-data.html#review-data-and-new-features): In-page section heading. - [Downsampling in time series projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-create-data.html#downsampling-in-time-series-projects): In-page section heading. - [Handle missing values](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-create-data.html#handle-missing-values): In-page section heading. - [Read more](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-create-data.html#read-more): In-page section heading. - [Data prep for time series](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-data-prep.html): For time series projects, data quality detection evaluates whether the time step is irregular and provides tools to correct the dataset. - [Data prep for time series](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-data-prep.html#data-prep-for-time-series): In-page section heading. - [Access the data prep tool](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-data-prep.html#access-the-data-prep-tool): In-page section heading. - [Modify a dataset](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-data-prep.html#modify-a-dataset): In-page section heading. - [Build models](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-data-prep.html#build-models): In-page section heading. - [Make predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-modeling-data/ts-data-prep.html#make-predictions): In-page section heading. - [Time series portable predictions with prediction intervals](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-port-pred-intervals.html): Export time series models with prediction intervals in model package (.mlpkg) format. - [Time series portable predictions with prediction intervals](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-port-pred-intervals.html#time-series-portable-predictions-with-prediction-intervals): In-page section heading. - [Download a model package with prediction intervals](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-port-pred-intervals.html#download-a-model-package-with-prediction-intervals): In-page section heading. - [Register and deploy a model package with prediction intervals](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-port-pred-intervals.html#register-and-deploy-a-model-package-with-prediction-intervals): In-page section heading. - [PPS prediction interval configuration](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-port-pred-intervals.html#pps-prediction-interval-configuraton): In-page section heading. - [Time series predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-predictions.html): Understand the prediction methods used with DataRobot's time series modeling. - [Time series predictions](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-predictions.html#time-series-predictions): In-page section heading. - [About final models](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-predictions.html#about-final-models): In-page section heading. - [Retrain before deployment](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-predictions.html#retrain-before-deployment): In-page section heading. - [Make Predictions tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-predictions.html#make-predictions-tab): In-page section heading. - [Forecast settings](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-predictions.html#forecast-settings): In-page section heading. - [Segmented modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html): Describes segmented modeling for multiseries projects in DataRobot. - [Segmented modeling for multiseries](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html#segmented-modeling-for-multiseries): In-page section heading. - [Segmented modeling workflow](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html#segmented-modeling-workflow): In-page section heading. - [Explore results](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html#explore-results): In-page section heading. - [Explore segments](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html#explore-segments): In-page section heading. - [Control across projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html#control-across-projects): In-page section heading. - [Manual mode in segmented modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html#manual-mode-in-segmented-modeling): In-page section heading. - [Deploy a Combined Model](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html#deploy-a-combined-model): In-page section heading. - [Modify and clone a deployed Combined Model](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-segmented.html#modify-and-clone-a-deployed-model-combined-model): In-page section heading. - [Batch predictions for TTS and LSTM models](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-tts-lstm-batch-pred.html): Make batch predictions for Traditional Time Series (TTS) and Long Short-Term Memory (LSTM) models. - [Batch predictions for TTS and LSTM models](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-tts-lstm-batch-pred.html#batch-predictions-for-tts-and-lstm-models): In-page section heading. - [Prediction accuracy considerations](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/ts-tts-lstm-batch-pred.html#prediction-accuracy-considerations): In-page section heading. - [What is time-aware modeling?](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/whatis-time.html): Use OTV when your data is time-relevant but you are not forecasting; use time series when you want to forecast multiple future values; use nowcasting to determine an unknown current value of a time... - [What is time-aware modeling?](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/whatis-time.html#what-is-time-aware-modeling): In-page section heading. - [Why use it?](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/whatis-time.html#why-use-it): In-page section heading. - [Time series overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/whatis-time.html#time-series-overview): In-page section heading. - [Supervised learning models](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/whatis-time.html#supervised-learning-models): In-page section heading. - [Try it](https://docs.datarobot.com/en/docs/classic-ui/modeling/time/whatis-time.html#try-it): In-page section heading. - [Value Tracker](https://docs.datarobot.com/en/docs/classic-ui/modeling/value-tracker.html): Helps you to measure success with using DataRobot by defining the value you expect to get and tracking the actual value you receive in real time. - [Value Tracker](https://docs.datarobot.com/en/docs/classic-ui/modeling/value-tracker.html#value-tracker): In-page section heading. - [Create a value tracker](https://docs.datarobot.com/en/docs/classic-ui/modeling/value-tracker.html#create-a-value-tracker): In-page section heading. - [Value tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/value-tracker.html#value-tab): In-page section heading. - [Assets tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/value-tracker.html#assets-tab): In-page section heading. - [Activity tab](https://docs.datarobot.com/en/docs/classic-ui/modeling/value-tracker.html#activity-tab): In-page section heading. - [Value Tracker actions](https://docs.datarobot.com/en/docs/classic-ui/modeling/value-tracker.html#value-tracker-actions): In-page section heading. - [Filtering](https://docs.datarobot.com/en/docs/classic-ui/modeling/value-tracker.html#filtering): In-page section heading. - [Schedule recurring batch prediction jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred-jobs.html): How to configure, execute, and schedule batch prediction jobs for deployed models. - [Schedule recurring batch prediction jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred-jobs.html#schedule-recurring-batch-prediction-jobs): In-page section heading. - [Create a prediction job definition](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred-jobs.html#create-a-prediction-job-definition): In-page section heading. - [Set up prediction sources](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred-jobs.html#set-up-prediction-sources): In-page section heading. - [Set prediction options](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred-jobs.html#set-prediction-options): In-page section heading. - [Set time series options](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred-jobs.html#set-time-series-options): In-page section heading. - [Set up prediction destinations](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred-jobs.html#set-up-prediction-destinations): In-page section heading. - [Schedule prediction jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred-jobs.html#schedule-prediction-jobs): In-page section heading. - [Make a one-time batch prediction](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred.html): Make a batch prediction for a deployed model with a dataset of any size. Learn about additional prediction options for time series deployments. - [Make a one-time batch prediction](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred.html#make-a-one-time-batch-prediction): In-page section heading. - [Select a prediction source](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred.html#select-a-prediction-source): In-page section heading. - [Make predictions with a deployment](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred.html#make-predictions-with-a-deployment): In-page section heading. - [Set time series options](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred.html#set-time-series-options): In-page section heading. - [Set prediction options](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred.html#set-prediction-options): In-page section heading. - [Compute and download predictions](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/batch-pred.html#compute-and-download-predictions): In-page section heading. - [Batch prediction UI](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/index.html): Use a deployment's batch prediction interface to score large files efficiently. - [Batch prediction UI](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/index.html#batch-scoring-methods): In-page section heading. - [Manage prediction job definitions](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/manage-pred-job-def.html): View and manage prediction job definitions in a deployment. - [Manage prediction job definitions](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/manage-pred-job-def.html#manage-prediction-job-definitions): In-page section heading. - [Shared job definitions](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/manage-pred-job-def.html#shared-job-definitions): In-page section heading. - [Snowflake prediction job examples](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/pred-job-examples-snowflake.html): Configure prediction jobs with Snowflake connections. - [Snowflake prediction job examples](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/pred-job-examples-snowflake.html#snowflake-prediction-job-examples): In-page section heading. - [JDBC with Snowflake](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/pred-job-examples-snowflake.html#jdbc-with-snowflake): In-page section heading. - [Snowflake with an external stage](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-dep/pred-job-examples-snowflake.html#snowflake-with-an-external-stage): In-page section heading. - [Manage batch jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-jobs.html): View and manage running or complete jobs. - [Manage batch jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-jobs.html#manage-batch-jobs): In-page section heading. - [View batch jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-jobs.html#view-batch-jobs): In-page section heading. - [Manage batch jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-jobs.html#manage-batch-jobs): In-page section heading. - [Filter batch jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/batch-jobs.html#filter-batch-jobs): In-page section heading. - [Batch prediction scripts](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/cli-scripts.html): Use the Prediction API with these scripts to score large files efficiently. - [Batch prediction scripts](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/cli-scripts.html#batch-prediction-scripts): In-page section heading. - [Batch prediction methods](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/index.html): Learn about DataRobot's available methods for scoring large files efficiently. - [Batch prediction methods](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/index.html#batch-prediction-methods): In-page section heading. - [Monitoring jobs API](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/api-monitoring-jobs.html): Use the Batch Monitoring API to create monitoring job definitions, allowing DataRobot to monitor deployments running and storing feature data and predictions outside of DataRobot. - [Monitoring jobs API](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/api-monitoring-jobs.html#monitoring-jobs-api): In-page section heading. - [Monitoring job definition and batch job routes](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/api-monitoring-jobs.html#monitoring-job-definition-and-batch-job-routes): In-page section heading. - [Monitoring job properties](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/api-monitoring-jobs.html#monitoring-job-properties): In-page section heading. - [Monitoring job examples](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/api-monitoring-jobs.html#monitoring-job-examples): In-page section heading. - [Prediction monitoring jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/index.html): To integrate more closely with external data sources, monitoring job definitions allow DataRobot to monitor deployments running and storing feature data and predictions outside of DataRobot. - [Prediction monitoring jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/index.html#prediction-monitoring-jobs): In-page section heading. - [Manage monitoring job definitions](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/manage-monitoring-job-def.html): View and manage monitoring job definitions in a deployment. - [Manage monitoring job definitions](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/manage-monitoring-job-def.html#manage-monitoring-job-definitions): In-page section heading. - [Shared job definitions](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/manage-monitoring-job-def.html#shared-job-definitions): In-page section heading. - [Create monitoring jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/ui-monitoring-jobs.html): Use the job definition UI to create monitoring jobs, allowing DataRobot to monitor deployments running and storing feature data and predictions outside of DataRobot. - [Create monitoring jobs via the UI](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/ui-monitoring-jobs.html#create-monitoring-jobs-via-the-ui): In-page section heading. - [Set monitoring data source](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/ui-monitoring-jobs.html#set-monitoring-data-source): In-page section heading. - [Set monitoring options](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/ui-monitoring-jobs.html#set-monitoring-options): In-page section heading. - [Schedule monitoring jobs](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/ui-monitoring-jobs.html#schedule-monitoring-jobs): In-page section heading. - [Save monitoring job definition](https://docs.datarobot.com/en/docs/classic-ui/predictions/batch/pred-monitoring-jobs/ui-monitoring-jobs.html#save-monitoring-job-definition): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/classic-ui/predictions/index.html): Learn the methods and DataRobot components for getting predictions (“scoring”) on new data from a model. To make predictions, you can use real-time predictions, batch predictions, or portable predi... - [Predictions](https://docs.datarobot.com/en/docs/classic-ui/predictions/index.html#predictions): In-page section heading. - [Predictions overview](https://docs.datarobot.com/en/docs/classic-ui/predictions/index.html#predictions-overview): In-page section heading. - [Portable prediction methods](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/index.html): Learn about DataRobot's available methods for portable predictions. - [Portable prediction methods](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/index.html#batch-scoring-methods): In-page section heading. - [Custom model Portable Prediction Server](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/custom-pps.html): How to download, build, and run the custom model Portable Prediction Server (PPS) to deploy a custom model to an external prediction environment. - [Custom model Portable Prediction Server](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/custom-pps.html#custom-model-portable-prediction-server): In-page section heading. - [Download and configure the custom model PPS bundle](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/custom-pps.html#download-and-configure-the-custom-model-pps-bundle): In-page section heading. - [Make predictions with PPS](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/custom-pps.html#make-predictions-with-pps): In-page section heading. - [Portable Prediction Server](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/index.html): Learn how to configure and execute the Portable Prediction Server. - [Portable Prediction Server](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/index.html#portable-prediction-server): In-page section heading. - [Portable batch predictions](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-batch-predictions.html): How to use the portable batch predictions (PBP) with PPS and score data in a batch in an isolated environment. - [Portable batch predictions](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-batch-predictions.html#portable-batch-predictions): In-page section heading. - [Scoring methods](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-batch-predictions.html#scoring-methods): In-page section heading. - [Job definitions](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-batch-predictions.html#job-definitions): In-page section heading. - [Credentials environment variables](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-batch-predictions.html#credentials-environment-variables): In-page section heading. - [Run portable batch predictions](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-batch-predictions.html#run-portable-batch-predictions): In-page section heading. - [More examples](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-batch-predictions.html#more-examples): In-page section heading. - [Portable Prediction Server configuration](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-pps.html): How to use the Portable Prediction Server (PPS), which executes a DataRobot model package distributed as a self-contained Docker image. - [Portable Prediction Server](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-pps.html#portable-prediction-server): In-page section heading. - [Download the model package](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-pps.html#download-the-model-package): In-page section heading. - [Configure the Portable Prediction Server](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-pps.html#configure-the-portable-prediction-server): In-page section heading. - [Launch the PPS with the code snippet](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/portable-pps.html#launch-the-pps-with-the-code-snippet): In-page section heading. - [Portable Prediction Server running modes](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/pps-run-modes.html): Learn how to configure the Portable Prediction Server for single-model or multi-model running mode. - [Portable Prediction Server running modes](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/pps-run-modes.html#portable-prediction-server-running-modes): In-page section heading. - [Monitoring](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/pps-run-modes.html#monitoring): In-page section heading. - [HTTPS support](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/pps-run-modes.html#https-support): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/pps-run-modes.html#environment-variables): In-page section heading. - [Request parameters](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/pps-run-modes.html#request-parameters): In-page section heading. - [External configuration](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/pps-run-modes.html#external-configuration): In-page section heading. - [Examples](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/pps/pps-run-modes.html#examples): In-page section heading. - [DataRobot Prime (deprecated)](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/prime/index.html): Learn how to generate the source code of a deprecated DataRobot Prime model for use as a Python module or Java class. - [DataRobot Prime (deprecated)](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/prime/index.html#datarobot-prime-deprecated): In-page section heading. - [Android integration](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/android.html): Learn how to use Java Scoring Code on Android with little or no modifications. Supported only for Android 8.0 (API 26) or later. - [Android integration](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/android.html#android-integration): In-page section heading. - [Using a single model](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/android.html#using-a-single-model): In-page section heading. - [More complex use cases](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/android.html#more-complex-use-cases): In-page section heading. - [Generate Java models in an existing project](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/build-verify.html): Retrain legacy models for which you want to download Scoring Code. - [Generate Java models in an existing project](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/build-verify.html#generate-java-models-in-an-existing-project): In-page section heading. - [Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/index.html): How to export Scoring Code so that you can use DataRobot-generated models outside of the DataRobot platform. - [Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/index.html#scoring-code): In-page section heading. - [Why use Scoring Code?](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/index.html#why-use-scoring-code): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/index.html#feature-considerations): In-page section heading. - [JAR structure](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/jar-package.html): Review the structure of the downloadable Scoring Code JAR package. - [JAR structure](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/jar-package.html#jar-structure): In-page section heading. - [Root directory](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/jar-package.html#root-directory): In-page section heading. - [Differences between source and binary JARs](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/jar-package.html#differences-between-source-and-binary-jars): In-page section heading. - [Backward-compatible Java API](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/java-back-compat.html): Review the process of using scoring code with models created on different versions of DataRobot. - [Backward-compatible Java API](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/java-back-compat.html#backward-compatible-java-api): In-page section heading. - [Load models with a separate class loader](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/java-back-compat.html#load-models-with-a-separate-class-loader): In-page section heading. - [Scoring Code usage examples](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/quickstart-api.html): Learn how to use DataRobot's Scoring Code feature. - [Scoring Code usage examples](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/quickstart-api.html#scoring-code-usage-examples): In-page section heading. - [Command line interface example](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/quickstart-api.html#command-line-interface-example): In-page section heading. - [Java API example](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/quickstart-api.html#java-api-example): In-page section heading. - [Load models with a separate class loader](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/quickstart-api.html#load-models-with-a-separate-class-loader): In-page section heading. - [Download Scoring Code from a deployment](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-download-deployment.html): Download a Scoring Code JAR file directly from a DataRobot deployment. - [Download Scoring Code from a deployment](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-download-deployment.html#download-scoring-code-from-a-deployment): In-page section heading. - [Deployment download](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-download-deployment.html#deployment-download): In-page section heading. - [Download Scoring Code from the Leaderboard](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-download-leaderboard.html): Download a Scoring Code JAR file directly from the Leaderboard. - [Download Scoring Code from the Leaderboard](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-download-leaderboard.html#download-scoring-code-from-the-leaderboard): In-page section heading. - [Leaderboard download](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-download-leaderboard.html#leaderboard-download): In-page section heading. - [Download Scoring Code from the Leaderboard (Legacy)](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-download-legacy.html): Download a Scoring Code JAR file directly from the Leaderboard as a legacy user. - [Download Scoring Code for legacy users](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-download-legacy.html#download-scoring-code-for-legacy-users): In-page section heading. - [Scoring Code JAR integrations](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-jar-integrations.html): How to import DataRobot Scoring Code JARs into external platforms. - [Scoring Code JAR integrations](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-jar-integrations.html#scoring-code-jar-integrations): In-page section heading. - [Scoring Code for time series projects](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-time-series.html): How to use the Scoring Code feature for qualifying time series models, allowing you to use DataRobot-generated models outside of the DataRobot platform. - [Scoring Code for time series projects](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-time-series.html#scoring-code-for-time-series-projects): In-page section heading. - [Time series parameters for CLI scoring](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-time-series.html#time-series-parameters-for-cli-scoring): In-page section heading. - [Scoring Code for segmented modeling projects](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-time-series.html#scoring-code-for-segmented-modeling-projects): In-page section heading. - [Prediction intervals in Scoring Code](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-time-series.html#prediction-intervals-in-scoring-code): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/sc-time-series.html#feature-considerations): In-page section heading. - [Scoring at the command line](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/scoring-cli.html): The following sections provide syntax for scoring at the command line. - [Scoring at the command line](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/scoring-cli.html#scoring-at-the-command-line): In-page section heading. - [Command line options](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/scoring-cli.html#command-line-options): In-page section heading. - [Batch properties file](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/scoring-cli.html#batch-properties-file): In-page section heading. - [Increase Java heap memory](https://docs.datarobot.com/en/docs/classic-ui/predictions/port-pred/scoring-code/scoring-cli.html#increase-java-heap-memory): In-page section heading. - [Predictions reference](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-file-limits.html): Learn the file size limits for different methods of making predictions. Prediction file size limits depend on whether the model is deployed or not and whether you use the UI or an API. - [Prediction reference](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-file-limits.html#prediction-reference): In-page section heading. - [File size limits](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-file-limits.html#file-size-limits): In-page section heading. - [Monitor model health](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-file-limits.html#monitor-model-health): In-page section heading. - [Avoiding common mistakes](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-file-limits.html#avoiding-common-mistakes): In-page section heading. - [Prediction speed](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-file-limits.html#prediction-speed): In-page section heading. - [Predictions testing](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-test.html): To make predictions and assess model performance prior to deployment, you can make predictions on an external test dataset (i.e., external holdout) or on training data (i.e., validation and/or hold... - [Predictions on test and training data](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-test.html#predictions-on-test-and-training-data): In-page section heading. - [Make predictions on an external test dataset](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-test.html#make-predictions-on-an-external-test-dataset): In-page section heading. - [Make predictions on training data](https://docs.datarobot.com/en/docs/classic-ui/predictions/pred-test.html#make-predictions-on-training-data): In-page section heading. - [Prediction API snippets](https://docs.datarobot.com/en/docs/classic-ui/predictions/realtime/code-py.html): How to adapt downloadable DataRobot Python code to submit a CSV or JSON file for scoring and integrate it into a production application via the Prediction API. - [Prediction API snippets](https://docs.datarobot.com/en/docs/classic-ui/predictions/realtime/code-py.html#prediction-api-snippets): In-page section heading. - [Prediction API scripting code](https://docs.datarobot.com/en/docs/classic-ui/predictions/realtime/code-py.html#prediction-api-scripting-code): In-page section heading. - [Dormant prediction servers](https://docs.datarobot.com/en/docs/classic-ui/predictions/realtime/code-py.html#dormant-prediction-servers): In-page section heading. - [Real-time scoring methods](https://docs.datarobot.com/en/docs/classic-ui/predictions/realtime/index.html): Learn about DataRobot's available methods for making real-time predictions. - [Real-time scoring methods](https://docs.datarobot.com/en/docs/classic-ui/predictions/realtime/index.html#real-time-scoring-methods): In-page section heading. - [Qlik predictions](https://docs.datarobot.com/en/docs/classic-ui/predictions/realtime/integration-code-snippets.html): Submit Qlik data for scoring via the prediction API and a sample code snippet. - [Qlik predictions](https://docs.datarobot.com/en/docs/classic-ui/predictions/realtime/integration-code-snippets.html#qlik-predictions): In-page section heading. - [Foundational apps](https://docs.datarobot.com/en/docs/get-started/day0/apps-fundamentals.html): Learn about Foundational apps; DataRobot's solution to the challenge of scaling AI. - [Foundational apps](https://docs.datarobot.com/en/docs/get-started/day0/apps-fundamentals.html#foundational-apps): In-page section heading. - [Suggested first steps](https://docs.datarobot.com/en/docs/get-started/day0/first-steps.html): Experiences to help you onboard quickly based on your goals, tech stack and skill set. - [Suggested first steps](https://docs.datarobot.com/en/docs/get-started/day0/first-steps.html#suggested-first-steps): In-page section heading. - [Exercise 1: Generative AI playground](https://docs.datarobot.com/en/docs/get-started/day0/first-steps.html#exercise-1-generative-ai-playground): In-page section heading. - [Exercise 2: End-to-end predictive AI](https://docs.datarobot.com/en/docs/get-started/day0/first-steps.html#exercise-2-end-to-end-predictive-ai): In-page section heading. - [Ready for more?](https://docs.datarobot.com/en/docs/get-started/day0/first-steps.html#ready-for-more): In-page section heading. - [Fundamentals of generative AI (GenAI)](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-fundamentals.html): Learn the basics of building GenAI workflow— connect to your data, build and compare LLM blueprints, automate compliance, register and deploy. - [Fundamentals of generative AI (GenAI)](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-fundamentals.html#fundamentals-of-generative-ai-genai): In-page section heading. - [GenAI overview](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-fundamentals.html#genai-overview): In-page section heading. - [Read more](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-fundamentals.html#read-more): In-page section heading. - [Transform forecasting insights](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/forecasting-insights-genai.html): Convey forecasting predictions and methodologies for non-technical stakeholders, elevating visibility of this data and the underlying data science work across the organization. - [Transform forecasting insights](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/forecasting-insights-genai.html#transform-forecasting-insights): In-page section heading. - [What it is](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/forecasting-insights-genai.html#what-it-is): In-page section heading. - [How it works](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/forecasting-insights-genai.html#how-it-works): In-page section heading. - [User experience](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/forecasting-insights-genai.html#user-experience): In-page section heading. - [Why it might benefit your business](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/forecasting-insights-genai.html#why-it-might-benefit-your-business): In-page section heading. - [Potential risks](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/forecasting-insights-genai.html#potential-risks): In-page section heading. - [Use generative AI](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/index.html): Create vector databases, create and compare LLM blueprints in the playground, and prepare LLMs for deployment. - [Use generative AI](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/index.html#use-generative-ai): In-page section heading. - [Invoice anomaly detection and processing](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/invoice-anomalies-genai.html): GenAI can augment the invoice validation process to generate concise summaries of all detected anomalies and improve invoice approvals. - [Invoice anomaly detection and processing](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/invoice-anomalies-genai.html#invoice-anomaly-detection-and-processing): In-page section heading. - [What it is](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/invoice-anomalies-genai.html#what-it-is): In-page section heading. - [How it works](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/invoice-anomalies-genai.html#how-it-works): In-page section heading. - [User experience](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/invoice-anomalies-genai.html#user-experience): In-page section heading. - [Why it might benefit your business](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/invoice-anomalies-genai.html#why-it-might-benefit-your-business): In-page section heading. - [Potential risks](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/invoice-anomalies-genai.html#potential-risks): In-page section heading. - [Generate legal and compliance answers](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/legal-compliance-genai.html): Learn how GenAI can address pain points for legal and compliance professionals in the exact context that these professionals require. - [Generate legal and compliance answers](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/legal-compliance-genai.html#generate-legal-and-compliance-answers): In-page section heading. - [What it is](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/legal-compliance-genai.html#what-it-is): In-page section heading. - [How it works](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/legal-compliance-genai.html#how-it-works): In-page section heading. - [User experience](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/legal-compliance-genai.html#user-experience): In-page section heading. - [Why it might benefit your business](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/legal-compliance-genai.html#why-it-might-benefit-your-business): In-page section heading. - [Potential risks](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/legal-compliance-genai.html#potential-risks): In-page section heading. - [RFPbot use case](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/rfpbot-genai.html): RFPBot has a predictive and a generative component and was built entirely within DataRobot in the course of a single afternoon. - [RFPbot use case](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/rfpbot-genai.html#rfpbot-use-case): In-page section heading. - [Suspicious activity reporting (SAR)](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/sar-genai.html): Combine existing predictive AI workflows around suspicious activity monitoring with a GenAI component to streamline the reporting process. - [Suspicious activity reporting (SAR)](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/sar-genai.html#suspicious-activity-reporting-sar): In-page section heading. - [What it is](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/sar-genai.html#what-it-is): In-page section heading. - [How it works](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/sar-genai.html#how-it-works): In-page section heading. - [User experience](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/sar-genai.html#user-experience): In-page section heading. - [Why it might benefit your business](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/sar-genai.html#why-it-might-benefit-your-business): In-page section heading. - [Potential risks](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-welcome/sar-genai.html#potential-risks): In-page section heading. - [GenAI workflow overview](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html): Review a generalized discussion of the generative LLM building workflow—vector databases, building and comparing LLM blueprints, and adding evaluation metrics. - [GenAI workflow overview](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html#genai-workflow-overview): In-page section heading. - [Get started](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html#get-started): In-page section heading. - [Create a vector database](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html#create-a-vector-database): In-page section heading. - [Build LLM blueprints](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html#build-llm-blueprints): In-page section heading. - [Chat and compare LLM blueprints](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html#chat-and-compare-llm-blueprints): In-page section heading. - [Use LLM evaluation tools](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html#use-llm-evaluation-tools): In-page section heading. - [Deploy an LLM](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html#deploy-an-LLM): In-page section heading. - [What's next?](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/genai-workflow.html#whats-next): In-page section heading. - [Start with GenAI](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/index.html): Learn the basics of working with GenAI in DataRobot—an overview of the fundamentals and a generalized workflow. - [Start with GenAI](https://docs.datarobot.com/en/docs/get-started/day0/genai-start/index.html#start-with-genai): In-page section heading. - [Start with Agent Assist](https://docs.datarobot.com/en/docs/get-started/day0/gs-agent-assist.html): Agent Assist (dr-assist) is an interactive AI assistant that helps users design, code, and deploy AI agents through natural conversation. - [Start with Agent Assist](https://docs.datarobot.com/en/docs/get-started/day0/gs-agent-assist.html#start-with-agent-assist): In-page section heading. - [First time here?](https://docs.datarobot.com/en/docs/get-started/day0/index.html): Get started with DataRobot's AI Platform. After a quick orientation, jump into suggested learning exercises or browse sample assets and tutorials. - [First time here?](https://docs.datarobot.com/en/docs/get-started/day0/index.html#first-time-here): In-page section heading. - [Develop, deliver, govern](https://docs.datarobot.com/en/docs/get-started/day0/index.html#develop-deliver-govern): In-page section heading. - [DataRobot AI Platform overview](https://docs.datarobot.com/en/docs/get-started/day0/orientation.html): Learn how the DataRobot application is organized and which product areas you'll use for specific AI workflows. - [DataRobot AI Platform overview](https://docs.datarobot.com/en/docs/get-started/day0/orientation.html#datarobot-ai-platform-overview): In-page section heading. - [Which experience should you choose?](https://docs.datarobot.com/en/docs/get-started/day0/orientation.html#which-experience-should-you-choose): In-page section heading. - [Where to get help](https://docs.datarobot.com/en/docs/get-started/day0/orientation.html#where-to-get-help): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/get-started/day0/orientation.html#next-steps): In-page section heading. - [Start with predictive modeling](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/index.html): Understand the types of modeling projects you can build and see a generalized overview of the modeling process. - [Start with predictive modeling](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/index.html#start-with-predictive-modeling): In-page section heading. - [Fundamentals of predictive modeling](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/pred-fundamentals.html): Learn about modeling methods supported in DataRobot's predictive modeling, as well as the modeling lifecycle. - [Fundamentals of predictive modeling](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/pred-fundamentals.html#fundamentals-of-predictive-modeling): In-page section heading. - [Predictive modeling methods](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/pred-fundamentals.html#predictive-modeling-methods): In-page section heading. - [Predictive workflow overview](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/pred-workflow.html): A generalized discussion of the steps to build predictive models in Workbench. - [Predictive workflow overview](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/pred-workflow.html#predictive-workflow-overview): In-page section heading. - [Predictive model training workflow](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/pred-workflow.html#predictive-model-training-workflow): In-page section heading. - [Analyze and select a model](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/pred-workflow.html#analyze): In-page section heading. - [Which visualizations should you use?](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/pred-workflow.html#which-visualizations-should-you-use): In-page section heading. - [Sample use cases](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/sample-uses.html): Some 10,000-foot descriptions of how some of DataRobot customers work with predictive AI. - [Sample use cases](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/sample-uses.html#Sample-use-cases): In-page section heading. - [Insurance](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/sample-uses.html#insurance): In-page section heading. - [Healthcare](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/sample-uses.html#healthcare): In-page section heading. - [Manufacturing](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/sample-uses.html#manufacturing): In-page section heading. - [Retail](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/sample-uses.html#retail): In-page section heading. - [Workbench overview](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html): Understand the components of the DataRobot Workbench interface, including the architecture, some sample workflows, and directory landing page. - [Workbench overview](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#workbench-overview): In-page section heading. - [Predictive modeling](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#predictive-modeling): In-page section heading. - [Generative AI](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#generative-ai): In-page section heading. - [DataRobot notebooks](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#datarobot-notebooks): In-page section heading. - [Navigation](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#navigation): In-page section heading. - [Use Case assets](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#use-case-assets): In-page section heading. - [Workbench directory](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#workbench-directory): In-page section heading. - [Sample workflows](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#sample-workflows): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/get-started/day0/predai-start/wb-overview.html#next-steps): In-page section heading. - [Sample assets](https://docs.datarobot.com/en/docs/get-started/day0/sample-assets.html): Learn DataRobot faster using these samples. In some cases, full tutorials using these assets are available for you to follow step-by-step. - [Sample assets](https://docs.datarobot.com/en/docs/get-started/day0/sample-assets.html#sample-assets): In-page section heading. - [Generative](https://docs.datarobot.com/en/docs/get-started/day0/sample-assets.html#generative): In-page section heading. - [Time series](https://docs.datarobot.com/en/docs/get-started/day0/sample-assets.html#time-series): In-page section heading. - [Regression](https://docs.datarobot.com/en/docs/get-started/day0/sample-assets.html#regression): In-page section heading. - [Classification](https://docs.datarobot.com/en/docs/get-started/day0/sample-assets.html#classification): In-page section heading. - [Multiclass / multilabel classification](https://docs.datarobot.com/en/docs/get-started/day0/sample-assets.html#multiclass-multilabel-classification): In-page section heading. - [Trial FAQ](https://docs.datarobot.com/en/docs/get-started/day0/trial-faq.html): Questions and answers about DataRobot's self-service trial experience. - [Trial FAQ](https://docs.datarobot.com/en/docs/get-started/day0/trial-faq.html#trial-faq): In-page section heading. - [Video learning](https://docs.datarobot.com/en/docs/get-started/day0/video-learning.html): See a list of onboarding videos, with brief descriptions, to help get started with DataRobot. Check back often for new content. - [Video learning](https://docs.datarobot.com/en/docs/get-started/day0/video-learning.html#video-learning): In-page section heading. - [Agents in the AM](https://docs.datarobot.com/en/docs/get-started/how-to/agents-am.html): A walkthrough for creating an agentic workflow, configuring metrics, and chatting with it. - [Agents in the AM](https://docs.datarobot.com/en/docs/get-started/how-to/agents-am.html#agents-in-the-am): In-page section heading. - [Customize forecast analytics agents](https://docs.datarobot.com/en/docs/get-started/how-to/agents-ercot.html): A walkthrough to customize the behavior of an AI agent used in the ERCOT Forecast Analytics application. - [Customize forecast analytics agents](https://docs.datarobot.com/en/docs/get-started/how-to/agents-ercot.html#customize-forecast-analytics-agents): In-page section heading. - [Set up for agent experimentation](https://docs.datarobot.com/en/docs/get-started/how-to/agents-ercot.html#set-up-for-agent-experimentation): In-page section heading. - [Experiment with the agent](https://docs.datarobot.com/en/docs/get-started/how-to/agents-ercot.html#experiment-with-the-agent): In-page section heading. - [Business application briefs](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/biz-app-briefs.html): A variety of quick summary applications with an accompanying No-Code AI App to provide an overview of possible uses. - [Business application briefs](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/biz-app-briefs.html#business-application-briefs): In-page section heading. - [Flight delays](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/biz-app-briefs.html#flight-delays): In-page section heading. - [Parts failure predictions](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/biz-app-briefs.html#parts-failure-predictions): In-page section heading. - [Early loan payment predictions](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/biz-app-briefs.html#early-loan-payment-predictions): In-page section heading. - [Predictions for fantasy baseball](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/biz-app-briefs.html#predictions-for-fantasy-baseball): In-page section heading. - [Fraudulent claim detection](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/fraud-claims.html): Improve the accuracy in predicting which insurance claims are fraudulent. - [Fraudulent claim detection](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/fraud-claims.html#fraudulent-claim-detection): In-page section heading. - [Solution value](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/fraud-claims.html#solution-value): In-page section heading. - [Working with data](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/fraud-claims.html#working-with-data): In-page section heading. - [Modeling and insights](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/fraud-claims.html#modeling-and-insights): In-page section heading. - [Predict and deploy](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/fraud-claims.html#predict-and-deploy): In-page section heading. - [Business solutions](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/index.html): A catalog of UI-based, end-to-end how-tos that address common industry-specific problems. - [Business solutions](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/index.html#business-solutions): In-page section heading. - [Triage insurance claims](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html): Evaluate the severity of an insurance claim in order to triage it effectively. - [Triage insurance claims](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html#triage-insurance-claims): In-page section heading. - [Business problem](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html#business-problem): In-page section heading. - [Solution value](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html#solution-value): In-page section heading. - [Working with data](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html#working-with-data): In-page section heading. - [Modeling and insights](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html#modeling-and-insights): In-page section heading. - [Evaluate accuracy](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html#evaluate-accuracy): In-page section heading. - [Post-processing](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html#post-processing): In-page section heading. - [Predict and deploy](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/insurance-claims.html#predict-and-deploy): In-page section heading. - [Late shipment predictions](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html): Helps supply chain managers can evaluate root cause and then implement short-term and long-term adjustments that prevent shipping delays. - [Late shipment predictions](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html#late-shipment-prediction): In-page section heading. - [Business problem](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html#business-problem): In-page section heading. - [Solution value](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html#solution-value): In-page section heading. - [ROI estimation](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html#roi-estimation): In-page section heading. - [Data](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html#data): In-page section heading. - [Modeling and insights](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html#modeling-and-insights): In-page section heading. - [Predict and deploy](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html#predict-and-deploy): In-page section heading. - [Monitoring and management](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/late-ship.html#monitoring-and-management): In-page section heading. - [Likelihood of a loan default](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/loan-default.html): AI models for predicting the likelihood of a loan default can be deployed within the review process to score and rank all new flagged cases. - [Likelihood of a loan default](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/loan-default.html#likelihood-of-a-loan-default): In-page section heading. - [Business problem](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/loan-default.html#business-problem): In-page section heading. - [Solution value](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/loan-default.html#solution-value): In-page section heading. - [Working with data](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/loan-default.html#working-with-data): In-page section heading. - [Modeling and insights](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/loan-default.html#modeling-and-insights): In-page section heading. - [Predict and deploy](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/loan-default.html#predict-and-deploy): In-page section heading. - [Anti-Money Laundering (AML) Alert Scoring](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/money-launder.html): Build a model that uses historical data, including customer and transactional information, to identify which alerts resulted in a Suspicious Activity Report (SAR). - [Anti-Money Laundering (AML) Alert Scoring](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/money-launder.html#anti-money-laundering-aml-alert-scoring): In-page section heading. - [Business problem](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/money-launder.html#business-problem): In-page section heading. - [Solution value](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/money-launder.html#solution-value): In-page section heading. - [Working with data](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/money-launder.html#working-with-data): In-page section heading. - [Modeling and insights](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/money-launder.html#modeling-and-insights): In-page section heading. - [Predict and deploy](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/money-launder.html#predict-and-deploy): In-page section heading. - [Deep dive: Imbalanced targets](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/money-launder.html#deep-dive-imbalanced-targets): In-page section heading. - [Purchase card fraud detection](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html): Helps organizations that employ purchase cards for procurement monitor for fraud and misuse. - [Purchase card fraud detection](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#purchase-card-fraud-detection): In-page section heading. - [Background](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#background): In-page section heading. - [Use case applicability](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#use-case-applicability): In-page section heading. - [Solution value](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#solution-value): In-page section heading. - [Sample ROI calculation](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#sample-roi-calculation): In-page section heading. - [Data](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#data): In-page section heading. - [Exploratory Data Analysis (EDA)](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#exploratory-data-analysis-eda): In-page section heading. - [Modeling and insights](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#modeling-and-insights): In-page section heading. - [Predict and deploy](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#predict-and-deploy): In-page section heading. - [Monitoring and management](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/p-card-detect.html#monitoring-and-management): In-page section heading. - [Reduce 30-day readmissions rate](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/readmit.html): Build ML models with the DataRobit UI to reduce the 30-Day readmissions rate by predicting at-risk patients. - [Reduce 30-day readmissions rate](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/readmit.html#reduce-30day-readmissions-rate): In-page section heading. - [Solution value](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/readmit.html#solution-value): In-page section heading. - [Modeling and insights](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/readmit.html#modeling-and-insights): In-page section heading. - [Predict and deploy](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/readmit.html#predict-and-deploy): In-page section heading. - [Integration with SAP Build](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/sap-build.html): Connects DataRobot deployments to SAP Build Process Automation. - [Integration with SAP Build](https://docs.datarobot.com/en/docs/get-started/how-to/biz-accelerators/sap-build.html#integration-with-sap-build): In-page section heading. - [Predictive model building](https://docs.datarobot.com/en/docs/get-started/how-to/build-walk.html): Use a hospital readmissions dataset to learn about wrangling data, building models, and creating no-code applications. - [How-to: Predictive model building](https://docs.datarobot.com/en/docs/get-started/how-to/build-walk.html#how-to-predictive-model-building): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/build-walk.html#assets-for-download): In-page section heading. - [Evaluate a regression model](https://docs.datarobot.com/en/docs/get-started/how-to/evaluate-regression-model.html): Evaluate a regression model using the DataRobot UI. - [How-to: Evaluate a regression model](https://docs.datarobot.com/en/docs/get-started/how-to/evaluate-regression-model.html#how-to-evaluate-a-regression-model): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/evaluate-regression-model.html#assets-for-download): In-page section heading. - [Building a model](https://docs.datarobot.com/en/docs/get-started/how-to/evaluate-regression-model.html#building-a-model): In-page section heading. - [Model evaluation and interpretation](https://docs.datarobot.com/en/docs/get-started/how-to/evaluate-regression-model.html#model-evaluation-and-interpretation): In-page section heading. - [Make predictions with the model](https://docs.datarobot.com/en/docs/get-started/how-to/evaluate-regression-model.html#make-predictions-with-the-model): In-page section heading. - [Review the results](https://docs.datarobot.com/en/docs/get-started/how-to/evaluate-regression-model.html#review-the-results): In-page section heading. - [GenAI with governance](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html): Use International Space Station research papers to compare multiple retrieval-augmented generation (RAG) pipelines with evaluation metrics and governance. - [How-to: GenAI with governance](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#how-to-genai-with-governance): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#assets-for-download): In-page section heading. - [1. Create a Use Case](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#1-create-a-use-case): In-page section heading. - [2. Upload data](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#2-upload-data): In-page section heading. - [3. Create a vector database](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#3-create-a-vector-database): In-page section heading. - [4. Add a playground](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#4-add-a-playground): In-page section heading. - [5. Build an LLM blueprint](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#5-build-an-llm-blueprint): In-page section heading. - [6. Test the LLM blueprint](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#6-test-the-llm-blueprint): In-page section heading. - [7. Create comparison blueprints](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#7-create-comparison-blueprints): In-page section heading. - [8. Compare blueprints](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#8-compare-blueprints): In-page section heading. - [9. Evaluate responses](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#9-evaluate-responses): In-page section heading. - [10. Add an evaluation dataset](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#10-add-an-evaluation-dataset): In-page section heading. - [11. Configure aggregated metrics](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#11-configure-aggregated-metrics): In-page section heading. - [12. Interpret aggregated metrics](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#12-interpret-aggregated-metrics): In-page section heading. - [13. Tracing](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#13-tracing): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/get-started/how-to/genai-space.html#next-steps): In-page section heading. - [GenAI basic](https://docs.datarobot.com/en/docs/get-started/how-to/genai-walk-basic.html): A high-level overview of steps for using DataRobot GenAI with or without your own data. - [How-to: GenAI basic](https://docs.datarobot.com/en/docs/get-started/how-to/genai-walk-basic.html#how-to-genai-basic): In-page section heading. - [How-tos](https://docs.datarobot.com/en/docs/get-started/how-to/index.html): Get started with DataRobot's value-driven AI. Analyze data, create and deploy models, and leverage code-first notebooks. - [How-tos](https://docs.datarobot.com/en/docs/get-started/how-to/index.html#how-tos): In-page section heading. - [Analyze data in DataRobot](https://docs.datarobot.com/en/docs/get-started/how-to/intro-to-eda.html): A walkthrough for the basic steps of uploading and analyzing data in DataRobot. - [How-to: Analyze data in DataRobot](https://docs.datarobot.com/en/docs/get-started/how-to/intro-to-eda.html#how-to-analyze-data-in-dataRobot): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/intro-to-eda.html#assets-for-download): In-page section heading. - [Create a Use Case](https://docs.datarobot.com/en/docs/get-started/how-to/intro-to-eda.html#create-a-use-case): In-page section heading. - [Import the dataset](https://docs.datarobot.com/en/docs/get-started/how-to/intro-to-eda.html#import-the-dataset): In-page section heading. - [Analyze the data](https://docs.datarobot.com/en/docs/get-started/how-to/intro-to-eda.html#analyze-the-data): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/get-started/how-to/intro-to-eda.html#next-steps): In-page section heading. - [Anti-Money Laundering (AML) alert scoring](https://docs.datarobot.com/en/docs/get-started/how-to/money-launder-tutorial.html): Step-by-step walkthrough to build a model that uses historical data, including customer and transactional information, to identify which alerts resulted in a Suspicious Activity Report (SAR). - [How-to: Anti-money laundering (AML) alert scoring](https://docs.datarobot.com/en/docs/get-started/how-to/money-launder-tutorial.html#how-to-anti-money-laundering-aml-alert-scoring): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/money-launder-tutorial.html#assets-for-download): In-page section heading. - [Building a model](https://docs.datarobot.com/en/docs/get-started/how-to/money-launder-tutorial.html#building-a-model): In-page section heading. - [Model evaluation and interpretation](https://docs.datarobot.com/en/docs/get-started/how-to/money-launder-tutorial.html#model-evaluation-and-interpretation): In-page section heading. - [Evaluate accuracy](https://docs.datarobot.com/en/docs/get-started/how-to/money-launder-tutorial.html#evaluate-accuracy): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/get-started/how-to/money-launder-tutorial.html#next-steps): In-page section heading. - [Execute a use case in DataRobot Notebooks](https://docs.datarobot.com/en/docs/get-started/how-to/notebook-walk.html): Leveraging the DataRobot Notebooks platform, learn how to execute a code-first use case. - [How-to: Execute a use case in DataRobot Notebooks](https://docs.datarobot.com/en/docs/get-started/how-to/notebook-walk.html#how-to-execute-a-use-case-in-datarobot-notebooks): In-page section heading. - [Predict a regression target](https://docs.datarobot.com/en/docs/get-started/how-to/predict-regression.html): Predict a regression target using a DataRobot application using a no-code application. - [How-to: Predict a regression target](https://docs.datarobot.com/en/docs/get-started/how-to/predict-regression.html#how-to-predict-a-regression-target): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/predict-regression.html#assets-for-download): In-page section heading. - [Set up the project](https://docs.datarobot.com/en/docs/get-started/how-to/predict-regression.html#set-up-the-project): In-page section heading. - [Create an experiment](https://docs.datarobot.com/en/docs/get-started/how-to/predict-regression.html#create-an-experiment): In-page section heading. - [Create an application and make a prediction](https://docs.datarobot.com/en/docs/get-started/how-to/predict-regression.html#create-an-application-and-make-a-prediction): In-page section heading. - [Deploy and govern a model](https://docs.datarobot.com/en/docs/get-started/how-to/production-walk.html): Leveraging the model building walkthrough, learn to register and monitor those models. - [How-to: Deploy and govern](https://docs.datarobot.com/en/docs/get-started/how-to/production-walk.html#how-to-deploy-and-govern): In-page section heading. - [Talk to my Data Agent](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html): A high level walkthrough for the Talk to my Data Agent template that starts in the Application Template Gallery and ends with asking the agent a question. - [How-to: Build Talk to my Data Agent](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#how-to-build-talk-to-my-data-agent): In-page section heading. - [Scalability](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#scalability): In-page section heading. - [Data quality](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#data-quality): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#assets-for-download): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#prerequisites): In-page section heading. - [1. Open the Talk to my Data Agent template](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#open-the-talk-to-my-data-agent-template): In-page section heading. - [2. Configure the codespace](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#configure-the-codespace): In-page section heading. - [3. Execute the Pulumi stack and open the application](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#execute-the-pulumi-stack-and-open-the-application): In-page section heading. - [4. Load and explore data](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#load-and-explore-data): In-page section heading. - [5. Talk to the agent](https://docs.datarobot.com/en/docs/get-started/how-to/talk-data-walk.html#talk-to-the-agent): In-page section heading. - [Time series forecasting in the GUI](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html): Learn about DataRobot time series forecasting using a car sales dataset. - [How-to: Time series forecasting in the GUI](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#how-to-time-series-forecasting-in-the-gui): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#assets-for-download): In-page section heading. - [1: Create a Use Case](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#1-create-a-use-case): In-page section heading. - [2: Upload data](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#2-upload-data): In-page section heading. - [3: Set basic modeling config](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#3-set-basic-modeling-config): In-page section heading. - [4: Configure time series modeling](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#4-configure-time-series-modeling): In-page section heading. - [5: Explore the Leaderboard](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#5-explore-the-leaderboard): In-page section heading. - [6: View experiment information](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#6-view-experiment-information): In-page section heading. - [7: Explore feature lists and blueprints](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#7-explore-feature-lists-and-blueprints): In-page section heading. - [8: View and slice calculated insights](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#8-view-and-slice-calculated-insights): In-page section heading. - [9: Re-evaluate the Leaderboard](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#9-reevaluate-the-leaderboard): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/get-started/how-to/time-series-walk.html#next-steps): In-page section heading. - [Time series forecasting with code](https://docs.datarobot.com/en/docs/get-started/how-to/ts-car-sales-nb.html): Learn about DataRobot time series forecasting using a car sales dataset and a Jupyter notebook. - [How-to: Time series forecasting with code](https://docs.datarobot.com/en/docs/get-started/how-to/ts-car-sales-nb.html#how-to-time-series-forecasting-with-code): In-page section heading. - [Apply app templates to DataRobot deployments](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html): Learn how to create an LLM deployment using financial jargon to build a tailored Talk to my Data Agent application that can apply industry knowledge to its responses. - [How-to: Apply app templates to DataRobot deployments](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#how-to-apply-app-templates-to-datarobot-deployments): In-page section heading. - [Assets for download](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#assets-for-download): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#prerequisites): In-page section heading. - [1. Create a Use Case and upload data](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#create-a-use-case-and-upload-data): In-page section heading. - [2. Create the vector database](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#create-the-vector-database): In-page section heading. - [3. Create the RAG playground](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#create-the-rag-playground): In-page section heading. - [4. Register and deploy the model from the workshop](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#register-and-deploy-the-model-from-the-workshop): In-page section heading. - [5. Launch Talk to my Data Agent template](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#launch-talk-to-my-data-agent-template): In-page section heading. - [6. Configure application template and add the LLM deployment](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#configure-application-template-and-add-the-llm-deployment): In-page section heading. - [7. Execute the Pulumi stack and open the application](https://docs.datarobot.com/en/docs/get-started/how-to/ttmd-deploy-walk.html#execute-the-pulumi-stack-and-open-the-application): In-page section heading. - [Get started](https://docs.datarobot.com/en/docs/get-started/index.html): Get started with DataRobot's value-driven AI. Analyze data, create and deploy models, and leverage code-first notebooks. - [Get started](https://docs.datarobot.com/en/docs/get-started/index.html#get-started): In-page section heading. - [Where to find help](https://docs.datarobot.com/en/docs/get-started/troubleshooting/general-help.html): Use the following resources to get the help you need for success with the DataRobot end-to-end AI platform. - [Where to find help](https://docs.datarobot.com/en/docs/get-started/troubleshooting/general-help.html#where-to-find-help): In-page section heading. - [Get help](https://docs.datarobot.com/en/docs/get-started/troubleshooting/index.html): This help section provides basic account access troubleshooting and quick, task-based instructions for success in modeling. - [Get help](https://docs.datarobot.com/en/docs/get-started/troubleshooting/index.html#get-help): In-page section heading. - [Need help signing in?](https://docs.datarobot.com/en/docs/get-started/troubleshooting/signin-help.html): This article addresses common questions related to signing in to the DataRobot AI Platform. - [Need help signing in?](https://docs.datarobot.com/en/docs/get-started/troubleshooting/signin-help.html#need-help-signing-in): In-page section heading. - [Are you signing in to the correct AI Platform?](https://docs.datarobot.com/en/docs/get-started/troubleshooting/signin-help.html#are-you-signing-in-to-the-correct-ai-platform): In-page section heading. - [Do you have the right password?](https://docs.datarobot.com/en/docs/get-started/troubleshooting/signin-help.html#do-you-have-the-right-password): In-page section heading. - [Still having trouble?](https://docs.datarobot.com/en/docs/get-started/troubleshooting/signin-help.html#still-having-trouble): In-page section heading. - [Get more assistance](https://docs.datarobot.com/en/docs/get-started/troubleshooting/signin-help.html#get-more-assistance): In-page section heading. - [Check platform status](https://docs.datarobot.com/en/docs/get-started/troubleshooting/status-help.html): Status page announcements provide information on service outages, scheduled maintenance, and historical uptime. - [Check platform status](https://docs.datarobot.com/en/docs/get-started/troubleshooting/status-help.html#check-platform-status): In-page section heading. - [DataRobot Product Documentation](https://docs.datarobot.com/en/docs/index.html): Public documentation for DataRobot’s end-to-end AI platform. Access platform and API docs, tutorial content, and more from a single location. - [Welcome to DataRobot documentation](https://docs.datarobot.com/en/docs/index.html#welcome): In-page section heading. - [Two-factor authentication](https://docs.datarobot.com/en/docs/platform/acct-settings/2fa.html): How to set up two-factor authentication (2FA), an opt-in feature that provides additional security for DataRobot users. - [Two-factor authentication](https://docs.datarobot.com/en/docs/platform/acct-settings/2fa.html#two-factor-authentication): In-page section heading. - [Set up 2FA](https://docs.datarobot.com/en/docs/platform/acct-settings/2fa.html#set-up-2fa): In-page section heading. - [Use 2FA](https://docs.datarobot.com/en/docs/platform/acct-settings/2fa.html#use-2fa): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/platform/acct-settings/2fa.html#troubleshooting): In-page section heading. - [Usage Explorer](https://docs.datarobot.com/en/docs/platform/acct-settings/acct-usage-explore.html): The Usage Explorer allows users to view GPU, CPU, and LLM API usage across the platform, providing general usage information broken down by service. - [Usage Explorer](https://docs.datarobot.com/en/docs/platform/acct-settings/acct-usage-explore.html#usage-explorer): In-page section heading. - [API keys and tools](https://docs.datarobot.com/en/docs/platform/acct-settings/api-key-mgmt.html): How to use DataRobot's developer tools, including API key management, the MLOps agent tarball, and the Portable Prediction Server Docker image. - [API keys and tools](https://docs.datarobot.com/en/docs/platform/acct-settings/api-key-mgmt.html#api-keys-and-tools): In-page section heading. - [API key management](https://docs.datarobot.com/en/docs/platform/acct-settings/api-key-mgmt.html#api-key-management): In-page section heading. - [Monitoring agent tarball](https://docs.datarobot.com/en/docs/platform/acct-settings/api-key-mgmt.html#monitoring-agent-tarball): In-page section heading. - [Portable Prediction Server Docker image](https://docs.datarobot.com/en/docs/platform/acct-settings/api-key-mgmt.html#portable-prediction-server-docker-image): In-page section heading. - [Account settings](https://docs.datarobot.com/en/docs/platform/acct-settings/index.html): How to access your DataRobot account settings, change your password, update your profile, find your API key, update your display language, and more. - [Account settings](https://docs.datarobot.com/en/docs/platform/acct-settings/index.html#account-settings): In-page section heading. - [OAuth provider management](https://docs.datarobot.com/en/docs/platform/acct-settings/manage-oauth.html): How to add and manage OAuth providers. - [OAuth provider management](https://docs.datarobot.com/en/docs/platform/acct-settings/manage-oauth.html#oauth-provider-management): In-page section heading. - [Configure an OAuth provider](https://docs.datarobot.com/en/docs/platform/acct-settings/manage-oauth.html#configure-oauth-provider): In-page section heading. - [Add a provider](https://docs.datarobot.com/en/docs/platform/acct-settings/manage-oauth.html#add-a-provider): In-page section heading. - [Verify a provider](https://docs.datarobot.com/en/docs/platform/acct-settings/manage-oauth.html#verify-a-provider): In-page section heading. - [Modify a provider](https://docs.datarobot.com/en/docs/platform/acct-settings/manage-oauth.html#modify-a-provider): In-page section heading. - [Remove a provider](https://docs.datarobot.com/en/docs/platform/acct-settings/manage-oauth.html#remove-a-provider): In-page section heading. - [Organization-wide consent for Microsoft OAuth](https://docs.datarobot.com/en/docs/platform/acct-settings/manage-oauth.html#organization-wide-consent-for-microsoft-oauth): In-page section heading. - [Data connections](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html): Learn how to integrate with a variety of data sources using the - [Manage data connections](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#manage-data-connections): In-page section heading. - [Database connectivity options](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#database-connectivity-options): In-page section heading. - [Allowed source IP addresses](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#allowed-source-ip-addresses): In-page section heading. - [Create a new connection](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#create-a-new-connection): In-page section heading. - [Test the connection](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#test-the-connection): In-page section heading. - [Edit a connection](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#edit-a-connection): In-page section heading. - [Delete a connection](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#delete-a-connection): In-page section heading. - [Add data sources](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#add-data-sources): In-page section heading. - [Share data connections](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#share-data-connections): In-page section heading. - [Stored credentials](https://docs.datarobot.com/en/docs/platform/acct-settings/nxt-data-connect.html#stored-credentials): In-page section heading. - [User settings](https://docs.datarobot.com/en/docs/platform/acct-settings/profile-settings.html): How to edit your DataRobot user settings, including account information, security settings, system settings, and notifications. - [User settings](https://docs.datarobot.com/en/docs/platform/acct-settings/profile-settings.html#user-settings): In-page section heading. - [Account](https://docs.datarobot.com/en/docs/platform/acct-settings/profile-settings.html#account): In-page section heading. - [Authentication](https://docs.datarobot.com/en/docs/platform/acct-settings/profile-settings.html#authentication): In-page section heading. - [System](https://docs.datarobot.com/en/docs/platform/acct-settings/profile-settings.html#system): In-page section heading. - [Notifications](https://docs.datarobot.com/en/docs/platform/acct-settings/profile-settings.html#notifications): In-page section heading. - [Connect remote repositories](https://docs.datarobot.com/en/docs/platform/acct-settings/remote-repos.html): Connect remote repositories to DataRobot, including Bitbucket, GitHub, GitHub Enterprise, S3, GitLab, and GitLab Enterprise. - [Connect remote repositories](https://docs.datarobot.com/en/docs/platform/acct-settings/remote-repos.html#connect-remote-repositories): In-page section heading. - [Add a remote repository](https://docs.datarobot.com/en/docs/platform/acct-settings/remote-repos.html#add-a-remote-repository): In-page section heading. - [Credentials management](https://docs.datarobot.com/en/docs/platform/acct-settings/stored-creds.html): How to add and manage securely stored credentials for reuse in accessing secure data sources. - [Credentials management](https://docs.datarobot.com/en/docs/platform/acct-settings/stored-creds.html#credentials-management): In-page section heading. - [Add new credentials](https://docs.datarobot.com/en/docs/platform/acct-settings/stored-creds.html#add-new-credentials): In-page section heading. - [Add credentials from a shared secure configuration](https://docs.datarobot.com/en/docs/platform/acct-settings/stored-creds.html#add-credentials-from-a-shared-secure-configuration): In-page section heading. - [Manage credentials](https://docs.datarobot.com/en/docs/platform/acct-settings/stored-creds.html#manage-credentials): In-page section heading. - [Membership](https://docs.datarobot.com/en/docs/platform/acct-settings/view-memberships.html): How to see which organization and groups your system administrator has assigned you to. - [Membership](https://docs.datarobot.com/en/docs/platform/acct-settings/view-memberships.html#membership): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/platform/admin/admin-overview.html): Overview of typical admin workflow for creating user accounts, defining groups, assigning access roles, monitoring and managing worker allocation, and more. - [DataRobot overview and administrator workflow](https://docs.datarobot.com/en/docs/platform/admin/admin-overview.html#datarobot-overview-and-administrator-workflow): In-page section heading. - [Important concepts](https://docs.datarobot.com/en/docs/platform/admin/admin-overview.html#important-concepts): In-page section heading. - [System administrator vs. organization administrator](https://docs.datarobot.com/en/docs/platform/admin/admin-overview.html#administrator-roles): In-page section heading. - [What are workers?](https://docs.datarobot.com/en/docs/platform/admin/admin-overview.html#what-are-workers): In-page section heading. - [What are groups?](https://docs.datarobot.com/en/docs/platform/admin/admin-overview.html#what-are-groups): In-page section heading. - [What are organizations?](https://docs.datarobot.com/en/docs/platform/admin/admin-overview.html#what-are-organizations): In-page section heading. - [Deployment approval policies](https://docs.datarobot.com/en/docs/platform/admin/deploy-approval.html): To enable effective governance and control across DataRobot, administrators can create and modify global approval policies and a monitoring plan for deployments. - [Deployment approval policies](https://docs.datarobot.com/en/docs/platform/admin/deploy-approval.html#deployment-approval-policies): In-page section heading. - [Create an approval policy](https://docs.datarobot.com/en/docs/platform/admin/deploy-approval.html#create-an-approval-policy): In-page section heading. - [Create a monitoring plan](https://docs.datarobot.com/en/docs/platform/admin/deploy-approval.html#create-a-monitoring-plan): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/platform/admin/deploy-approval.html#feature-considerations): In-page section heading. - [Administrator's guide](https://docs.datarobot.com/en/docs/platform/admin/index.html): Help for system administrators in managing DataRobot Self-Managed AI Platform deployments. - [Administrator's guide](https://docs.datarobot.com/en/docs/platform/admin/index.html#administrators-guide): In-page section heading. - [Delete and restore projects](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/delete-restore.html): For administrators, how to permanently delete a project, or restore a project temporarily deleted by a user. - [Delete/restore projects](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/delete-restore.html#deleterestore-projects): In-page section heading. - [Permanently delete projects](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/delete-restore.html#permanently-delete-projects): In-page section heading. - [Restore projects](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/delete-restore.html#restore-projects): In-page section heading. - [Manage the cluster](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/index.html): Summarizes the admin tasks for managing a deployed cluster, such as connecting to external systems, and monitoring resources, activity, access, and licenses. - [Manage the cluster](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/index.html#manage-the-cluster): In-page section heading. - [Apply a DataRobot license](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/license.html): Learn how to apply a DataRobot license using either the user interface of DataRobot's API. - [Apply a DataRobot license](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/license.html#apply-a-datarobot-license): In-page section heading. - [Apply a license in the DataRobot application](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/license.html#apply-a-license-in-the-datarobot-application): In-page section heading. - [Apply a license via the API](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/license.html#apply-a-license-via-the-api): In-page section heading. - [Manage access and licenses](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-access.html): How to manage access to DataRobot, including setting up a DataRobot license and configuring SSO SAML for users. - [Manage access](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-access.html#manage-access): In-page section heading. - [Manage licenses](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-access.html#manage-licenses): In-page section heading. - [Configure SSO SAML](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-access.html#configure-sso-saml): In-page section heading. - [Manage JDBC drivers](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-drivers.html): How to create predefined JDBC driver configurations, upload, modify, and delete drivers, and restrict access to JDBC data stores. - [Manage JDBC drivers](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-drivers.html#manage-jdbc-drivers): In-page section heading. - [Predefined driver configurations](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-drivers.html#predefined-driver-configurations): In-page section heading. - [Add drivers](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-drivers.html#add-drivers): In-page section heading. - [Restrict access to JDBC data stores](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/manage-drivers.html#restrict-access-to-jdbc-data-stores): In-page section heading. - [Configure external systems](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/sys-config.html): How to configure external LDAP and SMTP systems easily, by using the configuration management interface in DataRobot. - [Configure external systems](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/sys-config.html#configure-external-systems): In-page section heading. - [Change configuration settings](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/sys-config.html#change-configuration-settings): In-page section heading. - [Configuration-specific notes](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/sys-config.html#configuration-specific-notes): In-page section heading. - [Configuration settings](https://docs.datarobot.com/en/docs/platform/admin/manage-cluster/sys-config.html#configuration-settings): In-page section heading. - [Manage entities](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/index.html): Summarizes how to manage user accounts, groups, and organizations in DataRobot. - [Manage entities](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/index.html#manage-entities): In-page section heading. - [Manage groups](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-groups.html): Learn about creating and deleting groups, adding users to groups, setting group permissions, and role-based access control (RBAC) for groups. - [Manage groups](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-groups.html#manage-groups): In-page section heading. - [Create a group](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-groups.html#create-a-group): In-page section heading. - [Add users to a group](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-groups.html#add-users-to-a-group): In-page section heading. - [Delete groups](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-groups.html#delete-groups): In-page section heading. - [Configure group permissions](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-groups.html#configure-group-permissions): In-page section heading. - [RBAC for groups](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-groups.html#rbac-for-groups): In-page section heading. - [Manage execution environment limits](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-groups.html#manage-execution-environment-limits): In-page section heading. - [Manage organizations](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-orgs.html): How to create an organization if you wish to restrict user access to workers. You can prevent members from sharing the organization's projects to outside users or groups. - [Manage organizations](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-orgs.html#manage-organizations): In-page section heading. - [Create organizations](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-orgs.html#create-organizations): In-page section heading. - [Add users to organizations](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-orgs.html#add-users-to-organizations): In-page section heading. - [Delete organizations](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-orgs.html#delete-organizations): In-page section heading. - [Configure organization permissions](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-orgs.html#configure-organization-permissions): In-page section heading. - [Configure organization details](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-orgs.html#manage-organization-details): In-page section heading. - [Manage user accounts](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html): How to create LDAP or local authentication user accounts, set permissions, and manage membership of groups and organizations. - [Manage user accounts](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#manage-user-accounts): In-page section heading. - [Create user accounts](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#create-user-accounts): In-page section heading. - [Invite users](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#invite-users): In-page section heading. - [Set admin permissions for users](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#set-admin-permissions-for-users): In-page section heading. - [Assign seat licenses to users](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#assign-seat-licenses-to-users): In-page section heading. - [Self-Managed AI Platform admins](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#self-managed-ai-platform-admins): In-page section heading. - [RBAC for users](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#rbac-for-users): In-page section heading. - [Manage execution environment limits](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#manage-execution-environment-limits): In-page section heading. - [Change your password](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#change-your-password): In-page section heading. - [Manage groups and organization membership](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#manage-groups-and-organization-membership): In-page section heading. - [Deactivate user accounts](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#deactivate-user-accounts): In-page section heading. - [View latest user activity](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/manage-users.html#view-latest-user-activity): In-page section heading. - [Tenant isolation and collaboration](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/tenant-isolation-and-collaboration.html): How to collaborate within a tenant. - [Tenant isolation and collaboration](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/tenant-isolation-and-collaboration.html#tenant-isolation-and-collaboration): In-page section heading. - [Add a user to collaborate](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/tenant-isolation-and-collaboration.html#add-a-user-to-collaborate): In-page section heading. - [Manage collaborators](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/tenant-isolation-and-collaboration.html#manage-collaborators): In-page section heading. - [FAQ](https://docs.datarobot.com/en/docs/platform/admin/manage-entities/tenant-isolation-and-collaboration.html#faq): In-page section heading. - [Monitoring](https://docs.datarobot.com/en/docs/platform/admin/monitoring/index.html): Monitor usage across your organization, including user activity and various resources. - [Monitoring](https://docs.datarobot.com/en/docs/platform/admin/monitoring/index.html#monitoring): In-page section heading. - [User Activity Monitor](https://docs.datarobot.com/en/docs/platform/admin/monitoring/main-uam-overview.html): The User Activity Monitor (UAM) provides a means for accessing and analyzing various usage data and prediction statistics as online reports or via export. - [User Activity Monitor](https://docs.datarobot.com/en/docs/platform/admin/monitoring/main-uam-overview.html#user-activity-monitor): In-page section heading. - [User activity types](https://docs.datarobot.com/en/docs/platform/admin/monitoring/main-uam-overview.html#user-activity-types): In-page section heading. - [Access the UAM](https://docs.datarobot.com/en/docs/platform/admin/monitoring/main-uam-overview.html#access-the-uam): In-page section heading. - [View activity and events](https://docs.datarobot.com/en/docs/platform/admin/monitoring/main-uam-overview.html#view-activity-and-events): In-page section heading. - [Download activity data](https://docs.datarobot.com/en/docs/platform/admin/monitoring/main-uam-overview.html#download-activity-data): In-page section heading. - [Resource Monitor](https://docs.datarobot.com/en/docs/platform/admin/monitoring/resource-monitor.html): How to monitor allocation and availability of EDA and modeling workers (compute resources), in a SAAS or standalone cluster environment. - [Resource Monitor](https://docs.datarobot.com/en/docs/platform/admin/monitoring/resource-monitor.html#resource-monitor): In-page section heading. - [Worker terminology](https://docs.datarobot.com/en/docs/platform/admin/monitoring/resource-monitor.html#worker-terminology): In-page section heading. - [Interpret "Worker usage by user"](https://docs.datarobot.com/en/docs/platform/admin/monitoring/resource-monitor.html#interpret-worker-usage-by-user): In-page section heading. - [Refresh the Resource Monitor](https://docs.datarobot.com/en/docs/platform/admin/monitoring/resource-monitor.html#refresh-the-resource-monitor): In-page section heading. - [Monitor usage](https://docs.datarobot.com/en/docs/platform/admin/monitoring/usage-explorer.html): Describes the Usage report and Usage Explorer, which allow admins to monitor resource usage information, including GPUs and CPUs. - [Monitor usage](https://docs.datarobot.com/en/docs/platform/admin/monitoring/usage-explorer.html#monitor-usage): In-page section heading. - [Usage report](https://docs.datarobot.com/en/docs/platform/admin/monitoring/usage-explorer.html#usage-report): In-page section heading. - [Tenant Usage Explorer](https://docs.datarobot.com/en/docs/platform/admin/monitoring/usage-explorer.html#tenant-usage-explorer): In-page section heading. - [Network policies](https://docs.datarobot.com/en/docs/platform/admin/network-policy.html): Configure network policy controls to limit the public resources that users in your organization can access from within DataRobot. - [Manage network policies](https://docs.datarobot.com/en/docs/platform/admin/network-policy.html#manage-network-policies): In-page section heading. - [Reference](https://docs.datarobot.com/en/docs/platform/admin/reference/index.html): The information in this section provides reference information for managing your DataRobot account. - [Reference](https://docs.datarobot.com/en/docs/platform/admin/reference/index.html#reference): In-page section heading. - [Single sign-on](https://docs.datarobot.com/en/docs/platform/admin/sso-ref.html): How to configure DataRobot and an external Identity Provider (IdP) for user authentication via single sign-on (SSO). DataRobot supports the SAML 2.0 protocol. - [SAML single sign-on](https://docs.datarobot.com/en/docs/platform/admin/sso-ref.html#saml-single-sign-on): In-page section heading. - [Authentication in DataRobot](https://docs.datarobot.com/en/docs/platform/admin/sso-ref.html#authentication-in-datarobot): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/platform/admin/sso-ref.html#prerequisites): In-page section heading. - [Identity Provider (IdP) configuration](https://docs.datarobot.com/en/docs/platform/admin/sso-ref.html#identity-provider-idp-configuration): In-page section heading. - [DataRobot configuration](https://docs.datarobot.com/en/docs/platform/admin/sso-ref.html#datarobot-configuration): In-page section heading. - [Self-Managed AI Platform admins](https://docs.datarobot.com/en/docs/platform/admin/sso-ref.html#self-managed-ai-platform-admins): In-page section heading. - [Feature settings](https://docs.datarobot.com/en/docs/platform/admin/user-settings.html): With the proper access and permissions, you can view and manage feature settings and permissions for your account and for other users. - [Manage feature settings](https://docs.datarobot.com/en/docs/platform/admin/user-settings.html#manage-feature-settings): In-page section heading. - [Manage your feature settings](https://docs.datarobot.com/en/docs/platform/admin/user-settings.html#manage-your-feature-settings): In-page section heading. - [Manage feature settings for users](https://docs.datarobot.com/en/docs/platform/admin/user-settings.html#manage-feature-settings-for-users): In-page section heading. - [Settings page sections](https://docs.datarobot.com/en/docs/platform/admin/user-settings.html#settings-page-sections): In-page section heading. - [Premium and enabled features](https://docs.datarobot.com/en/docs/platform/admin/user-settings.html#premium-and-enabled-features): In-page section heading. - [Self-Managed AI Platform admins](https://docs.datarobot.com/en/docs/platform/admin/user-settings.html#self-managed-ai-platform-admins): In-page section heading. - [Notification service](https://docs.datarobot.com/en/docs/platform/admin/webhooks/index.html): How to use the Notification service to integrate flexible, centralized notifications into your organization's processes as webhooks, emails, and Slack messages. - [Notification service](https://docs.datarobot.com/en/docs/platform/admin/webhooks/index.html#notification-service): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/platform/admin/webhooks/index.html#feature-considerations): In-page section heading. - [Maintenance notifications](https://docs.datarobot.com/en/docs/platform/admin/webhooks/maintenance-notes.html): Learn how you as an administrator can configure notifications that communicate service interruptions to users. - [Maintenance notifications](https://docs.datarobot.com/en/docs/platform/admin/webhooks/maintenance-notes.html#maintenance-notifications): In-page section heading. - [Create a new notification](https://docs.datarobot.com/en/docs/platform/admin/webhooks/maintenance-notes.html#create-a-new-notification): In-page section heading. - [Webhook event payloads](https://docs.datarobot.com/en/docs/platform/admin/webhooks/web-events.html): Admins can configure notification channels to subscribe to some or all DataRobot event notifications, delivered by webhooks. Includes code samples. - [Webhook event payloads](https://docs.datarobot.com/en/docs/platform/admin/webhooks/web-events.html#webhook-event-payloads): In-page section heading. - [Mute deployment notifications](https://docs.datarobot.com/en/docs/platform/admin/webhooks/web-mute.html): Learn how to mute notifications for a specific deployment, to stop receiving notifications for events tied to a configured notification policy. - [Mute deployment notifications](https://docs.datarobot.com/en/docs/platform/admin/webhooks/web-mute.html#mute-deployment-notifications): In-page section heading. - [Notification channels and policies](https://docs.datarobot.com/en/docs/platform/admin/webhooks/web-notify.html): Admins with permission can create, edit, and delete notification channels, view logs, and create, edit, enable, disable, or delete notification policies. - [Notification channels and policies](https://docs.datarobot.com/en/docs/platform/admin/webhooks/web-notify.html#notification-channels-and-policies): In-page section heading. - [Create a channel](https://docs.datarobot.com/en/docs/platform/admin/webhooks/web-notify.html#create-a-channel): In-page section heading. - [Create a notification policy](https://docs.datarobot.com/en/docs/platform/admin/webhooks/web-notify.html#create-a-notification-policy): In-page section heading. - [Account management](https://docs.datarobot.com/en/docs/platform/index.html): This section provides information for administrators managing their organization in DataRobot as well as individual users managing their DataRobot accounts. - [Account management](https://docs.datarobot.com/en/docs/platform/index.html#account-management): In-page section heading. - [Management toolbar](https://docs.datarobot.com/en/docs/platform/toolbar/index.html): This section introduces the management toolbar and includes links to information on how you can manage account settings. - [Management toolbar](https://docs.datarobot.com/en/docs/platform/toolbar/index.html#management-toolbar): In-page section heading. - [Shortcuts menu](https://docs.datarobot.com/en/docs/platform/toolbar/shortcut-menu.html): Learn how to open the shortcuts menu so that you can quickly navigate across the NextGen experience, as well as search for and open various assets. - [Shortcuts menu](https://docs.datarobot.com/en/docs/platform/toolbar/shortcut-menu.html#shortcuts-menu): In-page section heading. - [Notification center](https://docs.datarobot.com/en/docs/platform/toolbar/user-notif-center.html): The alert icon provides access to notifications sent from the DataRobot platform. A numeric indicator on top of the alert icon indicates that you have unread notifications. - [Notification center](https://docs.datarobot.com/en/docs/platform/toolbar/user-notif-center.html#notification-center): In-page section heading. - [Console reference](https://docs.datarobot.com/en/docs/reference/console-ref/index.html): Provide .... - [Console reference](https://docs.datarobot.com/en/docs/reference/console-ref/index.html#console-reference): In-page section heading. - [Allowed IP addresses](https://docs.datarobot.com/en/docs/reference/data-ref/allowed-ips.html): View a list of allowed source IP addresses in DataRobot. - [Allowed source IP addresses](https://docs.datarobot.com/en/docs/reference/data-ref/allowed-ips.html#allowed-source-ip-addresses): In-page section heading. - [Asset states](https://docs.datarobot.com/en/docs/reference/data-ref/asset-state.html): Learn about the asset states in DataRobot. - [Asset states](https://docs.datarobot.com/en/docs/reference/data-ref/asset-state.html#asset-states): In-page section heading. - [Automatic transformations](https://docs.datarobot.com/en/docs/reference/data-ref/auto-transform.html): Learn about DataRobot's automatic transformations. Transformed features do not replace the original features, but are added as new features for building models. - [Automatic transformations](https://docs.datarobot.com/en/docs/reference/data-ref/auto-transform.html#automatic-transformations): In-page section heading. - [Data augmentation methods](https://docs.datarobot.com/en/docs/reference/data-ref/data-aug.html): Summarizes the various ways in which DataRobot augments datasets for different experiment types. - [Data augmentation methods](https://docs.datarobot.com/en/docs/reference/data-ref/data-aug.html#data-augmentation-methods): In-page section heading. - [Feature Discovery for derived features](https://docs.datarobot.com/en/docs/reference/data-ref/data-aug.html#feature-discovery-for-derived-features): In-page section heading. - [Time series feature derivation](https://docs.datarobot.com/en/docs/reference/data-ref/data-aug.html#time-series-feature-derivation): In-page section heading. - [Time-aware data wrangling](https://docs.datarobot.com/en/docs/reference/data-ref/data-aug.html#time-series-data-wrangling): In-page section heading. - [Train-time image augmentation](https://docs.datarobot.com/en/docs/reference/data-ref/data-aug.html#train-time-image-augmentation): In-page section heading. - [Automated location feature engineering](https://docs.datarobot.com/en/docs/reference/data-ref/data-aug.html#automated-location-feature-engineering): In-page section heading. - [Data quality checks](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html): How DataRobot detects and handles each data quality issue, such as outliers, leading or trailing zeros, target leakage, etc. - [Data quality checks](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#data-quality-checks): In-page section heading. - [Data quality check logic summary](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#data-quality-check-logic-summary): In-page section heading. - [Outliers](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#outliers): In-page section heading. - [Multicategorical format errors](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#multicategorical-format-errors): In-page section heading. - [Inliers](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#inliers): In-page section heading. - [Excess zeros](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#excess-zeros): In-page section heading. - [Disguised missing values](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#disguised-missing-values): In-page section heading. - [Target leakage](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#target-leakage): In-page section heading. - [Imputation leakage](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#imputation-leakage): In-page section heading. - [Pre-derived lagged feature](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#pre-derived-lagged-feature): In-page section heading. - [Irregular time steps](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#irregular-time-steps): In-page section heading. - [Leading or trailing zeros](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#leading-or-trailing-zeros): In-page section heading. - [Infrequent negative values](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#infrequent-negative-values): In-page section heading. - [New series in validation](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#new-series-in-validation): In-page section heading. - [Missing images](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#missing-images): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-quality-ref.html#feature-considerations): In-page section heading. - [Amazon Athena](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-athena.html): The following is required before connecting to Amazon Athena in DataRobot: - [Amazon Athena](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-athena.html#amazon-athena): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-athena.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-athena.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-athena.html#required-parameters): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-athena.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-athena.html#troubleshooting): In-page section heading. - [Microsoft Azure](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-azure.html): The following is required before connecting to Azure in DataRobot: - [Microsoft Azure](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-azure.html#microsoft-azure): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-azure.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-azure.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-azure.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-azure.html#troubleshooting): In-page section heading. - [Google BigQuery](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-bigquery.html): The following is required before connecting to Google BigQuery in DataRobot: - [Google BigQuery](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-bigquery.html#google-bigquery): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-bigquery.html#supported-authentication): In-page section heading. - [OAuth](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-bigquery.html#oauth): In-page section heading. - [Google Cloud service account](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-bigquery.html#google-cloud-service-account): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-bigquery.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-bigquery.html#troubleshooting): In-page section heading. - [Box](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-box.html): Connect to Box to ingest unstructured data for vector database creation. - [Box](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-box.html#box): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-box.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-box.html#prerequisites): In-page section heading. - [Set up a connection in DataRobot](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-box.html#set-up-a-connection-in-datarobot): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-box.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-box.html#troubleshooting): In-page section heading. - [Confluence](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-confluence.html): Connect to Confluence to import unstructured data for vector database creation. - [Confluence](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-confluence.html#confluence): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-confluence.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-confluence.html#prerequisites): In-page section heading. - [Set up a connection in DataRobot](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-confluence.html#set-up-a-connection-in-datarobot): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-confluence.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-confluence.html#troubleshooting): In-page section heading. - [Databricks (JDBC)](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html): How to connect to Databricks using JDBC. - [Databricks (JDBC)](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html#databricks-jdbc): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html#prerequisites): In-page section heading. - [Retrieve JDBC URL](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html#retrieve-jdbc-url): In-page section heading. - [Generate personal access token](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html#generate-personal-access-token): In-page section heading. - [Set up a connection in DataRobot](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html#set-up-a-connection-in-datarobot): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-databricks.html#troubleshooting): In-page section heading. - [Exasol](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-exasol.html): The following is required before connecting to Exasol in DataRobot: - [Exasol](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-exasol.html#exasol): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-exasol.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-exasol.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-exasol.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-exasol.html#troubleshooting): In-page section heading. - [Google Drive](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-gdrive.html): For self-managed AI platform users, Google OAuth must be configured by an administrator. For information on configuring OAuth in Google, see the following pages in Google's documentation: - [Google Drive](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-gdrive.html#google-drive): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-gdrive.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-gdrive.html#prerequisites): In-page section heading. - [Set up a connection in DataRobot](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-gdrive.html#set-up-a-connection-in-datarobot): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-gdrive.html#required-parameters): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-gdrive.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-gdrive.html#troubleshooting): In-page section heading. - [Jira](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-jira.html): Connect to Jira to import unstructured data for vector database creation. - [Jira](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-jira.html#Jira): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-jira.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-jira.html#prerequisites): In-page section heading. - [Set up a connection in DataRobot](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-jira.html#set-up-a-connection-in-datarobot): In-page section heading. - [Browse with JQL](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-jira.html#browse-with-jql): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-jira.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-jira.html#troubleshooting): In-page section heading. - [kdb+](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-kdb.html): The following is required before connecting to kdb+ in DataRobot: - [kdb+](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-kdb.html#kdb): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-kdb.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-kdb.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-kdb.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-kdb.html#troubleshooting): In-page section heading. - [Microsoft SQL Server](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-ms-sql-srvr.html): The following is required before connecting to Microsoft SQL Server in DataRobot: - [Microsoft SQL Server](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-ms-sql-srvr.html#microsoft-sql-server): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-ms-sql-srvr.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-ms-sql-srvr.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-ms-sql-srvr.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-ms-sql-srvr.html#troubleshooting): In-page section heading. - [MySQL](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-mysql.html): The following is required before connecting to MySQL in DataRobot: - [MySQL](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-mysql.html#mysql): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-mysql.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-mysql.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-mysql.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-mysql.html#troubleshooting): In-page section heading. - [Oracle](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-oracle.html): There are two data connection types for Oracle Database: Service Name and SID. Use the appropriate parameters for the connection path you use to connect to Oracle Database. - [Oracle](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-oracle.html#oracle): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-oracle.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-oracle.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-oracle.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-oracle.html#troubleshooting): In-page section heading. - [PostgreSQL](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-postgresql.html): The following is required before connecting to PostgreSQL in DataRobot: - [PostgreSQL](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-postgresql.html#postgresql): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-postgresql.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-postgresql.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-postgresql.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-postgresql.html#troubleshooting): In-page section heading. - [Presto](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-presto.html): You can use a Presto connector to access a wide variety of underlyingdata sources and table formats. Specifically you can use a Presto connector to access data stored in Hudi format (supported viaP... - [Presto](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-presto.html#presto): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-presto.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-presto.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-presto.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-presto.html#troubleshooting): In-page section heading. - [Amazon Redshift](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-redshift.html): The following is required before connecting to Redshift in DataRobot: - [Amazon Redshift](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-redshift.html#amazon-redshift): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-redshift.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-redshift.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-redshift.html#required-parameters): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-redshift.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-redshift.html#troubleshooting): In-page section heading. - [AWS S3](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-s3.html): The following is required before connecting to AWS S3 in DataRobot: - [AWS S3](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-s3.html#aws-s3): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-s3.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-s3.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-s3.html#required-parameters): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-s3.html#feature-considerations): In-page section heading. - [SAP HANA](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sap-hana.html): The following is required before connecting to SAP HANA in DataRobot: - [SAP HANA](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sap-hana.html#sap-hana): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sap-hana.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sap-hana.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sap-hana.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sap-hana.html#troubleshooting): In-page section heading. - [SharePoint](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sharepoint.html): The following is required before connecting to SharePoint in DataRobot: - [SharePoint](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sharepoint.html#sharepoint): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sharepoint.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sharepoint.html#prerequisites): In-page section heading. - [Generate credentials](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sharepoint.html#generate-credentials): In-page section heading. - [Set up a connection in DataRobot](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sharepoint.html#set-up-a-connection-in-datarobot): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sharepoint.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-sharepoint.html#troubleshooting): In-page section heading. - [Snowflake](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html): The following is required before connecting to Snowflake in DataRobot: - [Snowflake](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html#snowflake): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html#supported-authentication): In-page section heading. - [Username/password](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html#username-password): In-page section heading. - [Key pair](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html#key-pair): In-page section heading. - [Snowflake OAuth](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html#snowflake-oauth): In-page section heading. - [Snowflake External OAuth](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html#snowflake-external-oauth): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-snowflake.html#troubleshooting): In-page section heading. - [Treasure Data](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-treasure.html): The following is required before connecting to Treasure Data (TD-Hive) in DataRobot: - [Treasure Data](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-treasure.html#treasure-data): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-treasure.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-treasure.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-treasure.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-treasure.html#troubleshooting): In-page section heading. - [Trino](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-trino.html): How to connect to the native Trino connector. - [Trino](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-trino.html#trino): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-trino.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-trino.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-trino.html#required-parameters): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-trino.html#troubleshooting): In-page section heading. - [Code examples](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/dc-trino.html#code-examples): In-page section heading. - [Supported data stores](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/index.html): View the connectors and JDBC drivers currently supported by DataRobot, as well as a list of deprecated connections. - [Supported data stores](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/index.html#supported-data-stores): In-page section heading. - [Deprecated connections](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/index.html#deprecated-connections): In-page section heading. - [ADLS Gen2](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-adls.html): How to connect to the native ADLS Gen2 connector. - [ADLS Gen2](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-adls.html#adls-gen2): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-adls.html#supported-authentication): In-page section heading. - [OAuth](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-adls.html#oauth): In-page section heading. - [Azure service principal](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-adls.html#azure-service-principal): In-page section heading. - [Set up a connection in DataRobot](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-adls.html#set-up-a-connection-in-datarobot): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-adls.html#required-parameters): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-adls.html#feature-considerations): In-page section heading. - [Databricks](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-databricks.html): How to connect to the native Databricks connector. - [Databricks](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-databricks.html#databricks): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-databricks.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-databricks.html#prerequisites): In-page section heading. - [Set up a connection in DataRobot](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-databricks.html#set-up-a-connection-in-datarobot): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-databricks.html#troubleshooting): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-databricks.html#feature-considerations): In-page section heading. - [Alibaba Cloud MaxCompute](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-maxcompute.html): How to connect to MaxCompute in DataRobot. - [Alibaba Cloud MaxCompute](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-maxcompute.html#alibaba-cloud-maxcompute): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-maxcompute.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-maxcompute.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-maxcompute.html#required-parameters): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-maxcompute.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-maxcompute.html#troubleshooting): In-page section heading. - [SAP Datasphere](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-sap.html): How to connect to SAP Datasphere in DataRobot. - [SAP Datasphere](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-sap.html#sap-Datasphere): In-page section heading. - [Supported authentication](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-sap.html#supported-authentication): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-sap.html#prerequisites): In-page section heading. - [Required parameters](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-sap.html#required-parameters): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-sap.html#feature-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/data-ref/data-sources/wb-sap.html#troubleshooting): In-page section heading. - [Exploratory Data Analysis (EDA)](https://docs.datarobot.com/en/docs/reference/data-ref/eda-explained.html): EDA is a two-stage process that DataRobot employs to first analyze datasets and summarize their main characteristics and then build models. - [Exploratory Data Analysis (EDA)](https://docs.datarobot.com/en/docs/reference/data-ref/eda-explained.html#exploratory-data-analysis-eda): In-page section heading. - [EDA1](https://docs.datarobot.com/en/docs/reference/data-ref/eda-explained.html#eda1): In-page section heading. - [EDA2](https://docs.datarobot.com/en/docs/reference/data-ref/eda-explained.html#eda2): In-page section heading. - [Dataset requirements](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html): Detailed dataset requirements for file size and format, rows, columns, encodings and characters sets, column length and name conversion, and more. - [Dataset requirements](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#dataset-requirements): In-page section heading. - [General requirements](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#general-requirements): In-page section heading. - [Ensure acceptable file import size](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#ensure-acceptable-file-import-size): In-page section heading. - [AutoML file import sizes](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#automl-file-import-sizes): In-page section heading. - [Prediction file import sizes](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#prediction-file-import-sizes): In-page section heading. - [Time series file requirements](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#time-series-file-requirements): In-page section heading. - [Feature Discovery file import sizes](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#feature-discovery-file-import-sizes): In-page section heading. - [Data formats](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#data-formats): In-page section heading. - [Encodings and character sets](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#encodings-and-character-sets): In-page section heading. - [Special column detection](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#special-column-detection): In-page section heading. - [Column name conversions](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#column-name-conversions): In-page section heading. - [File download sizes](https://docs.datarobot.com/en/docs/reference/data-ref/file-types.html#file-download-sizes): In-page section heading. - [Data](https://docs.datarobot.com/en/docs/reference/data-ref/index.html): Reference content that supports working with data and understanding data handling in DataRobot. - [Data reference](https://docs.datarobot.com/en/docs/reference/data-ref/index.html#data-reference): In-page section heading. - [OCR for unstructured data](https://docs.datarobot.com/en/docs/reference/data-ref/ocr-ref.html): Structure data sources to become AI-consumable for agentic workflows. - [OCR for unstructured data](https://docs.datarobot.com/en/docs/reference/data-ref/ocr-ref.html#ocr-for-unstructured-data): In-page section heading. - [Perform OCR](https://docs.datarobot.com/en/docs/reference/data-ref/ocr-ref.html#perform-ocr): In-page section heading. - [Wrangle large Snowflake datasets](https://docs.datarobot.com/en/docs/reference/data-ref/wrangle-snowflake.html): Tips for improving interactivity and performance when wrangling large Snowflake datasets in Workbench. - [Wrangle large Snowflake datasets](https://docs.datarobot.com/en/docs/reference/data-ref/wrangle-snowflake.html#wrangle-large-snowflake-datasets): In-page section heading. - [Increase Snowflake warehouse size](https://docs.datarobot.com/en/docs/reference/data-ref/wrangle-snowflake.html#increase-snowflake-warehouse-size): In-page section heading. - [Change the sampling method](https://docs.datarobot.com/en/docs/reference/data-ref/wrangle-snowflake.html#change-the-sampling-method): In-page section heading. - [Reduce the sample size](https://docs.datarobot.com/en/docs/reference/data-ref/wrangle-snowflake.html#reduce-the-sample-size): In-page section heading. - [GenAI feature considerations](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-consider.html): Things to consider when working with DataRobot GenAI capabilities. - [GenAI feature considerations](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-consider.html#genai-feature-considerations): In-page section heading. - [General considerations](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-consider.html#general-considerations): In-page section heading. - [Vector database considerations](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-consider.html#vector-database-considerations): In-page section heading. - [Playground considerations](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-consider.html#playground-considerations): In-page section heading. - [Playground deployment considerations](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-consider.html#playground-deployment-considerations): In-page section heading. - [LLM evaluation and moderation](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-consider.html#llm-evaluation-and-moderation): In-page section heading. - [Trial user considerations](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-consider.html#trial-user-considerations): In-page section heading. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-troubleshooting.html): An overview of common errors and their handling in DataRobot GenAI functionality. - [Troubleshooting](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-troubleshooting.html#troubleshooting): In-page section heading. - [Vector database error handling](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-troubleshooting.html#vector-database-error-handling): In-page section heading. - [LLM blueprint error handling](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/genai-troubleshooting.html#llm-blueprint-error-handling): In-page section heading. - [GenAI](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/index.html): Reference content that supports working with generative AI. - [GenAI reference](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/index.html#genai-reference): In-page section heading. - [Availability information](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-availability.html): The following sections describe support for the various elements that are part of GenAI model creation, including LLMs, embeddings, sharing and permissions, and supported dataset types. - [Availability information](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-availability.html#availability-information): In-page section heading. - [LLM availability](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-availability.html#llm-availability): In-page section heading. - [Embeddings availability](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-availability.html#embeddings-availability): In-page section heading. - [Sharing and permissions](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-availability.html#sharing-and-permissions): In-page section heading. - [Supported dataset types](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-availability.html#supported-dataset-types): In-page section heading. - [LLM gateway model configuration](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-gateway-config.html): Add approved LLMs to the LLM gateway to leverage agentic functionality in situations where company policy restricts the LLMs available to employees. - [LLM gateway model configuration](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-gateway-config.html#llm-gateway-model-configuration): In-page section heading. - [Set up LLM credentials](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-gateway-config.html#set-up-llm-credentials): In-page section heading. - [Provider-specific configuration](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-gateway-config.html#provider-specific-configuration): In-page section heading. - [LLM reference](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-reference.html): View brief descriptions of each available LLM. - [LLM reference](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/llm-reference.html#prompting-reference): In-page section heading. - [LLM metrics reference](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html): DataRobot's metrics for LLM evaluation provide basic information about prompts and responses, assess LLM performance, and help your organization report on prompt injection and hateful, toxic, or in... - [LLM metrics reference](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html#llm-custom-metrics-reference): In-page section heading. - [Performance](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html#performance): In-page section heading. - [Safety](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html#safety): In-page section heading. - [Readability](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html#readability): In-page section heading. - [Operational](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html#operational): In-page section heading. - [Text](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html#text): In-page section heading. - [NeMo Evaluator metrics](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html#nemo-evaluator-metrics): In-page section heading. - [Topic control metrics](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/nxt-llm-custom-metric-reference.html#topic-control-metrics): In-page section heading. - [Prompting strategy](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/prompting-reference.html): Learn techniques for creating prompts that optimize chat results. - [Prompting strategy](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/prompting-reference.html#prompting-strategy): In-page section heading. - [Best practices for prompt engineering](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/prompting-reference.html#best-practices-for-prompt-engineering): In-page section heading. - [Effective prompting strategies](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/prompting-reference.html#effective-prompting-strategies): In-page section heading. - [Few-shot prompting](https://docs.datarobot.com/en/docs/reference/gen-ai-ref/prompting-reference.html#few-shot-prompting): In-page section heading. - [Glossary](https://docs.datarobot.com/en/docs/reference/glossary/index.html): The Glossary provides brief definitions of terms relevant to the DataRobot platform. - [Glossary](https://docs.datarobot.com/en/docs/reference/glossary/index.html#glossary): In-page section heading. - [A](https://docs.datarobot.com/en/docs/reference/glossary/index.html#a): In-page section heading. - [B](https://docs.datarobot.com/en/docs/reference/glossary/index.html#b): In-page section heading. - [C](https://docs.datarobot.com/en/docs/reference/glossary/index.html#c): In-page section heading. - [D](https://docs.datarobot.com/en/docs/reference/glossary/index.html#d): In-page section heading. - [E](https://docs.datarobot.com/en/docs/reference/glossary/index.html#e): In-page section heading. - [F](https://docs.datarobot.com/en/docs/reference/glossary/index.html#f): In-page section heading. - [G](https://docs.datarobot.com/en/docs/reference/glossary/index.html#g): In-page section heading. - [H](https://docs.datarobot.com/en/docs/reference/glossary/index.html#h): In-page section heading. - [I](https://docs.datarobot.com/en/docs/reference/glossary/index.html#i): In-page section heading. - [J](https://docs.datarobot.com/en/docs/reference/glossary/index.html#j): In-page section heading. - [K](https://docs.datarobot.com/en/docs/reference/glossary/index.html#k): In-page section heading. - [L](https://docs.datarobot.com/en/docs/reference/glossary/index.html#l): In-page section heading. - [M](https://docs.datarobot.com/en/docs/reference/glossary/index.html#m): In-page section heading. - [N](https://docs.datarobot.com/en/docs/reference/glossary/index.html#n): In-page section heading. - [O](https://docs.datarobot.com/en/docs/reference/glossary/index.html#o): In-page section heading. - [P](https://docs.datarobot.com/en/docs/reference/glossary/index.html#p): In-page section heading. - [Q](https://docs.datarobot.com/en/docs/reference/glossary/index.html#q): In-page section heading. - [R](https://docs.datarobot.com/en/docs/reference/glossary/index.html#r): In-page section heading. - [S](https://docs.datarobot.com/en/docs/reference/glossary/index.html#s): In-page section heading. - [T](https://docs.datarobot.com/en/docs/reference/glossary/index.html#t): In-page section heading. - [U](https://docs.datarobot.com/en/docs/reference/glossary/index.html#u): In-page section heading. - [V](https://docs.datarobot.com/en/docs/reference/glossary/index.html#v): In-page section heading. - [W](https://docs.datarobot.com/en/docs/reference/glossary/index.html#w): In-page section heading. - [X](https://docs.datarobot.com/en/docs/reference/glossary/index.html#x): In-page section heading. - [Y](https://docs.datarobot.com/en/docs/reference/glossary/index.html#y): In-page section heading. - [Z](https://docs.datarobot.com/en/docs/reference/glossary/index.html#z): In-page section heading. - [Reference documentation](https://docs.datarobot.com/en/docs/reference/index.html): Create vector databases, create and compare LLM blueprints in the playground, and prepare LLMs for deployment. - [Reference documentation](https://docs.datarobot.com/en/docs/reference/index.html#reference-documentation): In-page section heading. - [Accessibility](https://docs.datarobot.com/en/docs/reference/misc-ref/accessibility.html): Learn how DataRobot is committed to makes its tools and resources accessible to all users. - [Accessibility in DataRobot](https://docs.datarobot.com/en/docs/reference/misc-ref/accessibility.html#accessibility-in-datarobot): In-page section heading. - [Web content accessibility guidelines (WCAG)](https://docs.datarobot.com/en/docs/reference/misc-ref/accessibility.html#web-content-accessibility): In-page section heading. - [Browser support](https://docs.datarobot.com/en/docs/reference/misc-ref/accessibility.html#browser-support): In-page section heading. - [Data visualizations and resizing](https://docs.datarobot.com/en/docs/reference/misc-ref/accessibility.html#data-visualizations-and-resizing): In-page section heading. - [Table keyboard navigation](https://docs.datarobot.com/en/docs/reference/misc-ref/accessibility.html#table-keyboard-navigation): In-page section heading. - [Blueprint graph keyboard navigation](https://docs.datarobot.com/en/docs/reference/misc-ref/accessibility.html#blueprint-keyboard-navigation): In-page section heading. - [Custom RBAC roles](https://docs.datarobot.com/en/docs/reference/misc-ref/custom-roles.html): Custom role-based access control (RBAC) roles are a solution for organizations with use cases that are not addressed by default roles in DataRobot. - [Custom RBAC roles](https://docs.datarobot.com/en/docs/reference/misc-ref/custom-roles.html#custom-rbac-roles): In-page section heading. - [Create custom roles](https://docs.datarobot.com/en/docs/reference/misc-ref/custom-roles.html#create-custom-roles): In-page section heading. - [Manage roles](https://docs.datarobot.com/en/docs/reference/misc-ref/custom-roles.html#manage-roles): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/misc-ref/custom-roles.html#feature-considerations): In-page section heading. - [Enterprise architecture for deploying DataRobot in self-managed on-premise environments](https://docs.datarobot.com/en/docs/reference/misc-ref/enterprise-arch.html): Provides guidance for enterprise architects on deploying DataRobot to meet high availability (HA), disaster recovery (DR), and performance/scale requirements within a self-managed on-premise enviro... - [Enterprise architecture for deploying DataRobot in self-managed on-premise environments](https://docs.datarobot.com/en/docs/reference/misc-ref/enterprise-arch.html#enterprise-architecture-for-deploying-datarobot-in-self-managed-on-premise-environments): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/reference/misc-ref/enterprise-arch.html#overview): In-page section heading. - [Kubernetes](https://docs.datarobot.com/en/docs/reference/misc-ref/enterprise-arch.html#kubernetes): In-page section heading. - [Persistent critical services](https://docs.datarobot.com/en/docs/reference/misc-ref/enterprise-arch.html#persistent-critical-services): In-page section heading. - [FIPS validation FAQ](https://docs.datarobot.com/en/docs/reference/misc-ref/fips-faq.html): Learn about FIPS validation and how it applies to DataRobot. - [FIPS validation FAQ](https://docs.datarobot.com/en/docs/reference/misc-ref/fips-faq.html#fips-validation-faq): In-page section heading. - [What is FIPS validation?](https://docs.datarobot.com/en/docs/reference/misc-ref/fips-faq.html#what-is-fips-validation): In-page section heading. - [What are the requirements for FIPS-compliant credentials?](https://docs.datarobot.com/en/docs/reference/misc-ref/fips-faq.html#what-are-the-requirements-for-fips-compliant-credentials): In-page section heading. - [What is the impact?](https://docs.datarobot.com/en/docs/reference/misc-ref/fips-faq.html#what-is-the-impact): In-page section heading. - [Will credentials be deleted?](https://docs.datarobot.com/en/docs/reference/misc-ref/fips-faq.html#will-credentials-be-deleted): In-page section heading. - [Platform and management](https://docs.datarobot.com/en/docs/reference/misc-ref/index.html): Reference content that supports working in the DataRobot platform as well as managing users and organizations. - [Platform and management reference](https://docs.datarobot.com/en/docs/reference/misc-ref/index.html#platform-and-management-reference): In-page section heading. - [Role-based access control](https://docs.datarobot.com/en/docs/reference/misc-ref/rbac-ref.html): Admins can control access to the DataRobot application by assigning users roles with designated privileges. - [Role-based access control](https://docs.datarobot.com/en/docs/reference/misc-ref/rbac-ref.html#role-based-access-control): In-page section heading. - [Tiers of access](https://docs.datarobot.com/en/docs/reference/misc-ref/rbac-ref.html#tiers-of-access): In-page section heading. - [Object types](https://docs.datarobot.com/en/docs/reference/misc-ref/rbac-ref.html#object-types): In-page section heading. - [RBAC roles](https://docs.datarobot.com/en/docs/reference/misc-ref/rbac-ref.html#rbac-roles): In-page section heading. - [Roles and permissions](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html): Describes the many layers of security DataRobot employs to help protect customer data through controlled user-assigned access levels. - [Roles and permissions](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#roles-and-permissions): In-page section heading. - [General access guidance](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#general-access-guidance): In-page section heading. - [Project roles](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#project-roles): In-page section heading. - [Shared data connection and data asset roles](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#shared-data-connection-and-data-asset-roles): In-page section heading. - [Deployment roles](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#deployment-roles): In-page section heading. - [Shared deployment job roles](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#shared-deployment-job-roles): In-page section heading. - [Model Registry roles](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#model-registry-roles): In-page section heading. - [Custom Model and Environment roles](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#custom-model-and-environment-roles): In-page section heading. - [No-Code AI App roles](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#no-code-ai-app-roles): In-page section heading. - [GenAI roles](https://docs.datarobot.com/en/docs/reference/misc-ref/roles-permissions.html#genai-roles): In-page section heading. - [Sharing](https://docs.datarobot.com/en/docs/reference/misc-ref/sharing.html): Provides details on sharing assets in DataRobot. - [Sharing](https://docs.datarobot.com/en/docs/reference/misc-ref/sharing.html#sharing): In-page section heading. - [Share assets](https://docs.datarobot.com/en/docs/reference/misc-ref/sharing.html#share-assets): In-page section heading. - [Share dialog modal](https://docs.datarobot.com/en/docs/reference/misc-ref/sharing.html#share-dialog-modal): In-page section heading. - [More info](https://docs.datarobot.com/en/docs/reference/misc-ref/sharing.html#more-info): In-page section heading. - [User Activity Monitor](https://docs.datarobot.com/en/docs/reference/misc-ref/uam-ref.html): Use the User Activity Monitor to preview or download the Admin Usage and Prediction Usage reports. You can filter, hide sensitive fields, export CSV, and more. - [User Activity Monitor reference](https://docs.datarobot.com/en/docs/reference/misc-ref/uam-ref.html#user-activity-monitor-reference): In-page section heading. - [Hide sensitive information](https://docs.datarobot.com/en/docs/reference/misc-ref/uam-ref.html#hide-sensitive-information): In-page section heading. - [Admin Usage activity report](https://docs.datarobot.com/en/docs/reference/misc-ref/uam-ref.html#admin-usage-activity-report): In-page section heading. - [App Usage activity report](https://docs.datarobot.com/en/docs/reference/misc-ref/uam-ref.html#app-usage-activity-report): In-page section heading. - [Prediction Usage activity report](https://docs.datarobot.com/en/docs/reference/misc-ref/uam-ref.html#prediction-usage-activity-report): In-page section heading. - [Self-Managed AI Platform admins](https://docs.datarobot.com/en/docs/reference/misc-ref/uam-ref.html#self-managed-ai-platform-admins): In-page section heading. - [AI Report](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ai-report.html): Create an AI Report, a high-level overview of your modeling results and insights, to communicate the most important findings of your modeling project to stakeholders. - [AI Report](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ai-report.html#ai-report): In-page section heading. - [Generating an AI Report](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ai-report.html#generating-an-ai-report): In-page section heading. - [Viewing an AI Report](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ai-report.html#viewing-an-ai-report): In-page section heading. - [Downloading an AI Report](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ai-report.html#downloading-an-ai-report): In-page section heading. - [Leaderboard badges](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/badge-ref.html): Provides a description of the badges and indicators that display with models on the various pages of the Leaderboard and repository. - [Leaderboard badges](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/badge-ref.html#leaderboard-badges): In-page section heading. - [Bias and Fairness reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/bias-ref.html): The Bias and Fairness feature calculates fairness for a machine learning model and identifies any biases from the model's predictive behavior. - [Bias and Fairness reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/bias-ref.html#bias-and-fairness-reference): In-page section heading. - [Bias and Fairness terminology](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/bias-ref.html#bias-and-fairness-terminology): In-page section heading. - [Fairness Metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/bias-ref.html#fairness-metrics): In-page section heading. - [Additional resources](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/bias-ref.html#additional-resources): In-page section heading. - [Blueprints in the AI Catalog](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-catalog.html): How to save, edit, share, and re-use blueprints from the AI Catalog. - [Blueprints in the AI Catalog](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-catalog.html#blueprints-in-the-ai-catalog): In-page section heading. - [Access catalog blueprints](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-catalog.html#access-catalog-blueprints): In-page section heading. - [Link project blueprints](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-catalog.html#link-project-blueprints): In-page section heading. - [Train blueprints in bulk](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-catalog.html#train-blueprints-in-bulk): In-page section heading. - [Delete blueprints in bulk](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-catalog.html#delete-blueprints-in-bulk): In-page section heading. - [Composable ML considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-consider.html): Platform support and considerations for working with Composable ML. - [Composable ML considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-consider.html#composable-ml-considerations): In-page section heading. - [Sentiment analysis example](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-sentiment-example.html): Apply Composable ML to capture sentiment from text. - [Sentiment analysis example](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-sentiment-example.html#sentiment-analysis-example): In-page section heading. - [Model metadata and validation schema](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-validation.html): How to use the model-metadata.yaml file to specify additional information about a custom task or a custom inference model. - [Model metadata and validation schema](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-validation.html#model-metadata-and-validation-schema): In-page section heading. - [General metadata parameters](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-validation.html#general-metadata-parameters): In-page section heading. - [Inference model metadata (inferenceModel)](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-validation.html#inference-model-metadata): In-page section heading. - [Validation schema and fields](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/cml-validation.html#validation-schema-and-fields): In-page section heading. - [Composable ML reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/index.html) - [Composable ML reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/cml-ref/index.html#composable-ml-reference): In-page section heading. - [Feature lists](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/custom-list-ref.html): Create machine learning and time series experiments and iterate quickly to evaluate and select the best predictive and forecasting models. - [Feature lists](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/custom-list-ref.html#feature-lists): In-page section heading. - [Automatically created feature lists](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/custom-list-ref.html#automatically-created-feature-lists): In-page section heading. - [Create custom feature lists](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/custom-list-ref.html#create-custom-feature-lists): In-page section heading. - [Data partitioning and validation](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/data-partitioning.html): To maximize accuracy, DataRobot separates data into training, validation/cross-validation, and holdout data. - [Data partitioning and validation](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/data-partitioning.html#data-partitioning-and-validation): In-page section heading. - [Validation types](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/data-partitioning.html#validation-types): In-page section heading. - [Understand validation types](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/data-partitioning.html#understand-validation-types): In-page section heading. - [Examples: partitioning methods](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/data-partitioning.html#examples-partitioning-methods): In-page section heading. - [Tune Eureqa models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html): Customize Eureqa models by modifying various Advanced Tuning parameters and creating custom target expressions. - [Tune Eureqa models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html#tune-eureqa-models): In-page section heading. - [Building blocks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html#building-blocks): In-page section heading. - [Target expressions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html#target-expressions): In-page section heading. - [Error metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html#error-metrics): In-page section heading. - [Row weights](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html#row-weights): In-page section heading. - [Prior solutions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html#prior-solutions): In-page section heading. - [Data partitioning for training and cross-validation](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html#data-partitioning-for-training-and-cross-validation): In-page section heading. - [Advanced tuning](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/advanced-options.html#advanced-tuning): In-page section heading. - [Configure building blocks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/building-blocks.html): Combine and configure building blocks to create a new Target Expression for Eureqa models. - [Configure building blocks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/building-blocks.html#configure-building-blocks): In-page section heading. - [How to choose building blocks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/building-blocks.html#how-to-choose-building-blocks): In-page section heading. - [Disable building blocks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/building-blocks.html#disable-building-blocks): In-page section heading. - [Building block complexity](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/building-blocks.html#building-block-complexity): In-page section heading. - [Available building blocks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/building-blocks.html#available-building-blocks): In-page section heading. - [Custom target expressions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/custom-expressions.html): Describes the many ways to customize target expressions for Eureqa models. - [Custom target expressions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/custom-expressions.html#custom-target-expressions): In-page section heading. - [What is the target expression?](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/custom-expressions.html#what-is-the-target-expression): In-page section heading. - [Example expressions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/custom-expressions.html#example-expressions): In-page section heading. - [Binary classification](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/custom-expressions.html#binary-classification): In-page section heading. - [Model constraints](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/custom-expressions.html#model-constraints): In-page section heading. - [Error metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/error-metrics.html): Eureqa error metrics measure how well a Eureqa model fits your data; DataRobot supports a variety of different error metrics for Eureqa models. - [Error metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/error-metrics.html#error-metrics): In-page section heading. - [DataRobot versus Eureqa](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/error-metrics.html#datarobot-versus-eureqa): In-page section heading. - [Choose a Eureqa error metric](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/error-metrics.html#choose-a-eureqa-error-metric): In-page section heading. - [Error metric parameters](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/error-metrics.html#error-metric-parameters): In-page section heading. - [Building blocks reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html): Provides the definitions and usage of all building blocks available to Eureqa models. - [Building blocks reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html#building-blocks-reference): In-page section heading. - [Arithmetic](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html#arithmetic): In-page section heading. - [Exponential](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html#exponential): In-page section heading. - [Squashing functions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html#squashing-functions): In-page section heading. - [Comparison/Boolean functions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html#comparisonboolean-functions): In-page section heading. - [Trigonometric functions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html#trigonometric-functions): In-page section heading. - [Inverse trigonometric functions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html#inverse-trigonometric-functions): In-page section heading. - [Other functions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/eureqa-reference.html#other-functions): In-page section heading. - [Error metric guidance](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/guidance.html): Identifies the top Eureqa model error metrics for different types of problems. - [Error metric guidance](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/guidance.html#error-metric-guidance): In-page section heading. - [Numeric and time series models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/guidance.html#numeric-and-time-series-models): In-page section heading. - [Classification models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/guidance.html#classification-models): In-page section heading. - [Error metrics and noise](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/guidance.html#error-metrics-and-noise): In-page section heading. - [Error Metrics for classification](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/guidance.html#error-metrics-for-classification): In-page section heading. - [Use case-specific error metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/guidance.html#use-case-specific-error-metrics): In-page section heading. - [Eureqa advanced tuning](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/index.html): Eureqa models use expressions to represent mathematical relationships and transformations. DataRobot provides specialized workflows for tuning Eureqa models. - [Eureqa advanced tuning](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/index.html#eureqa-advanced-tuning): In-page section heading. - [Row weighting blocks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/row-weighting.html): Use the Row Weighting parameter as part of tuning Eureqa models. - [Row weighting blocks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/row-weighting.html#row-weighting-blocks): In-page section heading. - [When to use a row weight](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/row-weighting.html#when-to-use-a-row-weight): In-page section heading. - [Row weight variable](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/row-weighting.html#row-weight-variable): In-page section heading. - [Row weight expression](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/row-weighting.html#row-weight-expression): In-page section heading. - [Other row weight expressions](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/eureqa-ref/row-weighting.html#other-row-weight-expressions): In-page section heading. - [Export charts and data](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/export-results.html): DataRobot exports charts as PNG images and data as CSV files; use the export function to download this data. - [Export charts and data](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/export-results.html#export-charts-and-data): In-page section heading. - [Copy to the clipboard](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/export-results.html#copy-to-the-clipboard): In-page section heading. - [Feature Associations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/feature-associate.html): A deeper dive into the concepts related to Feature Associations and how it's calculated. - [Feature Associations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/feature-associate.html#feature-associations): In-page section heading. - [What are associations?](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/feature-associate.html#whare-are-associations): In-page section heading. - [More about metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/feature-associate.html#more-about-metrics): In-page section heading. - [How associations are calculated](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/feature-associate.html#how-associations-are-calculated): In-page section heading. - [GA2M output (from Rating Tables)](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ga2m.html): Overview and detailed explanations of the output for Generalized Additive Model (GA2M) models, available for download from the Rating Tables tab. - [GA2M output (from Rating Tables)](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ga2m.html#ga2m-output-from-rating-tables): In-page section heading. - [Read model output](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ga2m.html#read-model-output): In-page section heading. - [Allowed pairwise interactions in GA2M](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ga2m.html#allowed-pairwise-interactions-in-ga2m): In-page section heading. - [Define transformations for GA2M](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ga2m.html#define-transformations-for-ga2m): In-page section heading. - [Predictive AI](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/index.html): Provides a variety of reference material for model building, model insights, and specialized workflows. - [Predictive AI reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/index.html#predictive-ai-reference): In-page section heading. - [Insurance settings](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/insurance-settings.html): Provides reference content for features that address frequent weighting needs of the insurance industry. - [Insurance settings](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/insurance-settings.html#insurance-settings): In-page section heading. - [Exposure](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/insurance-settings.html#exposure): In-page section heading. - [Count of events](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/insurance-settings.html#count-of-events): In-page section heading. - [Offset](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/insurance-settings.html#offset): In-page section heading. - [Offset and exposure in modeling](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/insurance-settings.html#offset-and-exposure-in-modeling): In-page section heading. - [Leaderboard reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/leaderboard-ref.html): A reference for the tags, icons, columns, and other aspects of the DataRobot model Leaderboard - [Leaderboard reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/leaderboard-ref.html#leaderboard-reference): In-page section heading. - [Tags and indicators](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/leaderboard-ref.html#tags-and-indicators): In-page section heading. - [Model icons](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/leaderboard-ref.html#model-icons): In-page section heading. - [Columns and tools](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/leaderboard-ref.html#columns-and-tools): In-page section heading. - [Blender models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/leaderboard-ref.html#blender-models): In-page section heading. - [Asterisked scores](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/leaderboard-ref.html#asterisked-scores): In-page section heading. - [N/A scores](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/leaderboard-ref.html#na-scores): In-page section heading. - [Modeling algorithms](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html): Provides a list of the supervised and unsupervised modeling algorithms DataRobot supports. - [Modeling algorithms](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html#modeling-algorithms): In-page section heading. - [Pre-processing tasks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html#pre-processing): In-page section heading. - [Linear or additive models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html#linear-or-additive-models): In-page section heading. - [Tree-based models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html#tree-based-models): In-page section heading. - [Deep learning and foundational models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html#deep-learning-and-foundational-models): In-page section heading. - [Time series-specific models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html#time-series-specific-models): In-page section heading. - [Unsupervised models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html#unsupervised-models): In-page section heading. - [Other model types](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-list.html#other-model-types): In-page section heading. - [Model recommendation process](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-rec-process.html): As a result of the Autopilot modeling process, the most accurate individual, non-blender model is selected and then prepared for deployment. - [Model recommendation process](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-rec-process.html#model-recommendation-process): In-page section heading. - [Prepare a model for deployment](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-rec-process.html#prepare-a-model-for-deployment): In-page section heading. - [Notes and considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-rec-process.html#notes-and-considerations): In-page section heading. - [Modeling process](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-ref.html): Provides details of DataRobot's modeling process, from selecting modeling modes, interpreting data summary information, and working with missing values. - [Modeling process](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-ref.html#modeling-process): In-page section heading. - [Modeling modes](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-ref.html#modeling-modes): In-page section heading. - [Two-stage models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-ref.html#two-stage-models): In-page section heading. - [Data summary information](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/model-ref.html#data-summary-information): In-page section heading. - [Optimization metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/opt-metric.html): Provides a complete reference to the optimization metrics DataRobot employs during the modeling process. - [Optimization metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/opt-metric.html#optimization-metrics): In-page section heading. - [Recommended metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/opt-metric.html#recommended-metrics): In-page section heading. - [DataRobot metrics](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/opt-metric.html#datarobot-metrics): In-page section heading. - [SHAP reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/shap-ref.html): Provides reference content for understanding Shapley Values, the coalitional game theory framework by Lloyd Shapley, as used in SHAP Prediction Explanations. - [SHAP reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/shap-ref.html#shap-reference): In-page section heading. - [Feature Impact](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/shap-ref.html#feature-impact): In-page section heading. - [Prediction explanations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/shap-ref.html#prediction-explanations): In-page section heading. - [How SHAP values are calculated for time-aware](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/shap-ref.html#how-shap-values-are-calculated-for-time-aware): In-page section heading. - [Classic only: SHAP compatibility matrix](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/shap-ref.html#classic-only-shap-compatibility-matrix): In-page section heading. - [Additional reading](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/shap-ref.html#additional-reading): In-page section heading. - [Sliced insights](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/sliced-insights.html): Using a filtered subset of the full data, DataRobot segments insights by subpopulation to provide better segment-based accuracy information. - [Sliced insights](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/sliced-insights.html#sliced-insights): In-page section heading. - [Supported insights](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/sliced-insights.html#supported-insights): In-page section heading. - [Create a slice](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/sliced-insights.html#create-a-slice): In-page section heading. - [Generate sliced insights](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/sliced-insights.html#generate-sliced-insights): In-page section heading. - [Recompute sliced insights](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/sliced-insights.html#recompute-sliced-insights): In-page section heading. - [Deep dive: Slice calculations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/sliced-insights.html#deep-dive-slice-calculations): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/sliced-insights.html#feature-considerations): In-page section heading. - [Clustering algorithms](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/clustering-algos.html): Clustering is the ability to cluster time series within a multiseries dataset and then directly apply those clusters as segment IDs within asegmented modelingproject. It allows you to group the mos... - [Clustering algorithms](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/clustering-algos.html#clustering-algorithms): In-page section heading. - [Velocity clustering](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/clustering-algos.html#velocity-clustering): In-page section heading. - [K-means with DTW](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/clustering-algos.html#k-means-with-dtw): In-page section heading. - [Deep dive: K-Means DTW clustering](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/clustering-algos.html#deep-dive-k-means-dtw-clustering): In-page section heading. - [Time series feature derivation](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/feature-eng.html): A comprehensive reference of the DataRobot time series feature derivation process. - [Time series feature derivation](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/feature-eng.html#time-series-feature-derivation): In-page section heading. - [Process overview](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/feature-eng.html#process-overview): In-page section heading. - [Feature types](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/feature-eng.html#feature-types): In-page section heading. - [Intermediate features](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/feature-eng.html#intermediate-features): In-page section heading. - [Final features](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/feature-eng.html#final-features): In-page section heading. - [Time series reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/index.html): This section provides deep-dive reference material for DataRobot time series modeling. - [Time series reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/index.html#time-series-reference): In-page section heading. - [Autopilot in time-aware projects](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/multistep-ta.html): DataRobot modeling modes are different in time series projects where the modeling mode defines the set of blueprints run but not the amount data to train on. - [Autopilot in time-aware projects](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/multistep-ta.html#autopilot-in-time-aware-projects): In-page section heading. - [Why the sampling method matters](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/multistep-ta.html#why-the-sampling-method-matters): In-page section heading. - [Other aspects of multistep OTV](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/multistep-ta.html#other-aspects-of-multistep-otv): In-page section heading. - [Segmented modeling FAQ](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/segmented-faq.html): Imagine you sell avocados. Your target is "avocado_sales" and the series ID is “stores selling avocados.” The segment ID is “Region of the country." Think of a segment as a group of series. Let's l... - [Segmented modeling FAQ](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/segmented-faq.html#segmented-modeling-faq): In-page section heading. - [Multiseries segmentation visual overview](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/segmented-qs.html): Imagine that you sell avocados—different kinds (SKUs). - [Multiseries segmentation visual overview](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/segmented-qs.html#multiseries-segmentation-visual-overview): In-page section heading. - [Time series advanced options](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html): Describes the settings available from the Time Series advanced option tab, where you can set features known in advance, exponential trends, and differencing for time series projects. - [Time Series advanced options](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#time-series-advanced-options): In-page section heading. - [Use multiple time series](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#use-multiple-time-series): In-page section heading. - [Allow partial history](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#allow-partial-history): In-page section heading. - [Enable cross-series feature generation](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#enable-cross-series-feature-generation): In-page section heading. - [Set "known in advance" (KA)](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#set-known-in-advance-ka): In-page section heading. - [Exclude features from derivation](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#exclude-features-from-derivation): In-page section heading. - [Calendar files](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#calendar-files): In-page section heading. - [Customize model splits](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#customize-model-splits): In-page section heading. - [Treat as exponential trend](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#treat-as-exponential-trend): In-page section heading. - [Exponentially weighted moving average](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#exponentially-weighted-moving-average): In-page section heading. - [Apply differencing](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#apply-differencing): In-page section heading. - [Apply weights](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#apply-weights): In-page section heading. - [Use supervised feature reduction](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-adv-opt.html#use-supervised-feature-reduction): In-page section heading. - [Time-aware considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-consider.html): This page describes considerations to be aware of when working with DataRobot time series modeling. - [Time-aware considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-consider.html#time-aware-considerations): In-page section heading. - [Date/time partitioning considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-consider.html#datetime-partitioning-considerations): In-page section heading. - [Time series-specific considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-consider.html#time-series-specific-considerations): In-page section heading. - [Multiseries considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-consider.html#multiseries-considerations): In-page section heading. - [Clustering considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-consider.html#clustering-considerations): In-page section heading. - [Segmented modeling considerations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-consider.html#segmented-modeling-considerations): In-page section heading. - [Release 6.0 and earlier](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-consider.html#release-60-and-earlier): In-page section heading. - [Time series feature lists](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-feature-lists.html): Understand the feature lists that are specialized for time series modeling. - [Time series feature lists](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-feature-lists.html#time-series-feature-lists): In-page section heading. - [Exclude features from feature lists](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-feature-lists.html#exclude-features-from-feature-lists): In-page section heading. - [MASE and baseline models](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-feature-lists.html#mase-and-baseline-models): In-page section heading. - [Automatically created feature lists](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-feature-lists.html#automatically-created-feature-lists): In-page section heading. - [Time series framework](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-framework.html): Gain a deeper understanding of the framework DataRobot uses to build time series models. - [Time series framework](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-framework.html#time-series-framework): In-page section heading. - [Basic time series framework](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-framework.html#basic-time-series-framework): In-page section heading. - [Window-created gaps](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/ts-reference/ts-framework.html#window-created-gaps): In-page section heading. - [Visual AI reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/index.html): Do a deep dive on Visual AI in DataRobot. - [Visual AI reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/index.html#visual-ai-reference): In-page section heading. - [Visual AI reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-ref.html): Read a brief overview and reference describing the technological components of Visual AI. - [Visual AI reference](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-ref.html#visual-ai-reference): In-page section heading. - [Pre-trained network architectures](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-ref.html#pre-trained-network-architectures): In-page section heading. - [Images and neural networks](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-ref.html#images-and-neural-networks): In-page section heading. - [Convolutional Neural Networks (CNNs)](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-ref.html#convolutional-neural-networks-cnns): In-page section heading. - [Visualizations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-ref.html#visualizations): In-page section heading. - [Visual AI tuning guide](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html): Step through several recommended methods for maximizing Visual AI classification accuracy. - [Visual AI tuning guide](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html#visual-ai-tuning-guide): In-page section heading. - [1. Run with Comprehensive mode](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html#1-run-with-comprehensive-mode): In-page section heading. - [2. Explore other image featurizers](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html#2-explore-other-image-featurizers): In-page section heading. - [3. Feature Granularity](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html#3-feature-granularity): In-page section heading. - [4. Image Augmentation](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html#4-image-augmentation): In-page section heading. - [5. Classifier hyperparameters](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html#classifier-hyperparameters): In-page section heading. - [Bonus: Fine-tuned blueprints](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html#bonus-fine-tuned-blueprints): In-page section heading. - [Final results](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/vai-reference/vai-tuning-guide.html#final-results): In-page section heading. - [Worker queue](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/wb-troubleshooting.html): Describes how DataRobot uses modeling workers and how to troubleshoot problems. - [Worker queue](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/wb-troubleshooting.html#worker-queue): In-page section heading. - [Worker limit](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/wb-troubleshooting.html#worker-limit): In-page section heading. - [Pooled workers](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/wb-troubleshooting.html#pooled-workers): In-page section heading. - [Workers in use](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/wb-troubleshooting.html#workers-in-use): In-page section heading. - [Workers for registration and deployment](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/wb-troubleshooting.html#workers-for-registration-and-deployment): In-page section heading. - [Failed experiments](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/wb-troubleshooting.html#failed-experiments): In-page section heading. - [Worker Queue](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/worker-queue.html): The Worker Queue is where you monitor build progress and manage the resources your projects use for training models and building insights. - [Worker Queue](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/worker-queue.html#worker-queue): In-page section heading. - [Understand workers](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/worker-queue.html#understand-workers): In-page section heading. - [Monitor build progress](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/worker-queue.html#monitor-build-progress): In-page section heading. - [Troubleshoot workers](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/worker-queue.html#troubleshoot-workers): In-page section heading. - [XEMP qualitative strength](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/xemp-calc.html): Understand how the qualitative strength indicators for XEMP Prediction Explanations are calculated. - [XEMP qualitative strength](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/xemp-calc.html#xemp-qualitative-strength): In-page section heading. - [Score translations](https://docs.datarobot.com/en/docs/reference/pred-ai-ref/xemp-calc.html#score-translations): In-page section heading. - [Registry reference](https://docs.datarobot.com/en/docs/reference/registry-ref/index.html): Provide .... - [Registry reference](https://docs.datarobot.com/en/docs/reference/registry-ref/index.html#registry-reference): In-page section heading. - [ELI5](https://docs.datarobot.com/en/docs/reference/robot-to-robot/index.html): DataRobot employees ask and answer questions related to the platform and data science, in depth and in ELI5-style. - [ELI5](https://docs.datarobot.com/en/docs/reference/robot-to-robot/index.html#eli5): In-page section heading. - [Data science](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-data-science.html): Questions on general data science topics, asked by DataRobot employees and answered by their coworkers. - [Data science](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-data-science.html#data-science): In-page section heading. - [General data science](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-data-science.html#general-data-science): In-page section heading. - [Types of learning](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-data-science.html#types): In-page section heading. - [Features and data](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html): Questions having to do with the types of data and working with features prior to, or as part of, modeling. - [Features and data](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#features-and-data): In-page section heading. - [Dataset vs. data source vs. data store vs. database](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#dataset-vs-data-source-vs-data-store-vs-database): In-page section heading. - [Structured vs. unstructured datasets](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#structured-vs-unstructured-datasets): In-page section heading. - [Training on large datasets](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#training-on-large-datasets): In-page section heading. - [Summarized and ordered categorical features](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#summarized-and-order-categorical-features): In-page section heading. - [ACE score and row order](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#ace-score-and-row-order): In-page section heading. - [ACE score and target leakage](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#ace-score-and-target-leakage): In-page section heading. - [Neural networks and tabular data](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#neural-networks-and-tabular-data): In-page section heading. - [What is an inlier?](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#what-is-an-inlier): In-page section heading. - [Multiple DR Reduced Features lists](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#multiple-reduced-feature-lists): In-page section heading. - [Defining redundant features](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#defining-redundant-features): In-page section heading. - [What is target leakage?](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#what-is-target-leakage): In-page section heading. - [Intermittent target leakage](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-features-data.html#intermittent-target-leakage): In-page section heading. - [Predictions and deployments](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-mlops.html): Questions having to do with predictions and DataRobot's central hub to deploy, monitor, manage, and govern all your models in production. - [Predictions and deployments](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-mlops.html#predictions-and-deployments): In-page section heading. - [MLOps defined](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-mlops.html#mlops-defined): In-page section heading. - [Stacked predictions](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-mlops.html#stacked-predictions): In-page section heading. - [Dedicated Prediction Server vs. Portable Prediction Server](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-mlops.html#dedicated-prediction-server-vs-portable-prediction-server): In-page section heading. - [Serverless predictions](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-mlops.html#serverless-predictions): In-page section heading. - [Dynamic time warping (DTW)](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-mlops.html#dynamic-time-warping-dtw): In-page section heading. - [Modeling](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-modeling.html): Questions around modeling methods and DataRobot insights and visualizations. - [Modeling](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-modeling.html#modeling): In-page section heading. - [Modeling methods](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-modeling.html#modeling-methods): In-page section heading. - [Visualizations](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-modeling.html#visualizations): In-page section heading. - [Word Cloud repeats](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-modeling.html#word-cloud-repeats): In-page section heading. - [Platform](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-platform.html): Questions having to do with the DataRobot underlying platform and general model building architectures. - [Platform](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-platform.html#platform): In-page section heading. - [What is an end-to-end ML platform?](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-platform.html#what-is-an-end-to-end-ml-platform): In-page section heading. - [Single-tenant vs multi-tenant SaaS?](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-platform.html#single-tenant-vs-multi-tenant): In-page section heading. - [What is Kubernetes and why is running it natively important?](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-platform.html#what-is-kubernetes-and-why-is-running-it-natively-important): In-page section heading. - [CPUs vs GPUs](https://docs.datarobot.com/en/docs/reference/robot-to-robot/rr-platform.html#cpus-vs-gpus): In-page section heading. - [August 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/august2022-announce.html): Read about DataRobot's new preview and generally available features released in August, 2022. - [August 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/august2022-announce.html#august-2022): In-page section heading. - [Deprecation announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/august2022-announce.html#deprecation-announcements): In-page section heading. - [2022 AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/index.html): A monthly record of the 2022 preview and GA features announced for DataRobot's managed AI Platform. - [2022 AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/index.html#2022-ai-platform-releases): In-page section heading. - [July 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/july2022-announce.html): Read about DataRobot's new preview and generally available features released in July, 2022. - [July 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/july2022-announce.html#july-2022): In-page section heading. - [Deprecation announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/july2022-announce.html#deprecation-announcements): In-page section heading. - [June 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/june2022-announce.html): Read about DataRobot's new preview and generally available features released in June, 2022. - [June 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/june2022-announce.html#june-2022): In-page section heading. - [Deprecation announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/june2022-announce.html#deprecation-announcements): In-page section heading. - [May 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/may2022-announce.html): Read about DataRobot's new preview and generally available features released in May, 2022. - [May 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/may2022-announce.html#may-2022): In-page section heading. - [GA](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/may2022-announce.html#ga): In-page section heading. - [Preview](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/may2022-announce.html#public-preview): In-page section heading. - [Deprecation notices](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/may2022-announce.html#deprecation-notices): In-page section heading. - [November 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/november2022-announce.html): Read about DataRobot's new preview and generally available features released in November, 2022. - [November 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/november2022-announce.html#november-2022): In-page section heading. - [October 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/october2022-announce.html): Read about DataRobot's new preview and generally available features released in October, 2022. - [October 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/october2022-announce.html#october-2022): In-page section heading. - [September 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/sept2022-announce.html): Read about DataRobot's new preview and generally available features released in September, 2022. - [September 2022](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/sept2022-announce.html#september-2022): In-page section heading. - [Deprecation announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2022-announce/sept2022-announce.html#deprecation-announcements): In-page section heading. - [April 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/april2023-announce.html): Read release note announcements for DataRobot's generally available and preview features released in April, 2023. - [April 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/april2023-announce.html#april-2023): In-page section heading. - [August 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/august2023-announce.html): Read about DataRobot's new preview and generally available features released in August, 2023. - [August 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/august2023-announce.html#august-2023): In-page section heading. - [Modeling enhancements](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/august2023-announce.html#modeling-enhancements): In-page section heading. - [December 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/december2023-announce.html): Read about DataRobot's new preview and generally available features released in December, 2023. - [December 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/december2023-announce.html#december-2023): In-page section heading. - [February 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/february2023-announce.html): Read release note announcements for DataRobot's generally available and preview features released in February, 2023. - [February 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/february2023-announce.html#february-2023): In-page section heading. - [February release](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/february2023-announce.html#february-release): In-page section heading. - [2023 AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/index.html): A monthly record of the 2023 preview and GA features announced for DataRobot's managed AI Platform. - [2023 AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/index.html#2023-ai-platform-releases): In-page section heading. - [January 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/january2023-announce.html): Read release note announcements for DataRobot's generally available and preview features released in January, 2023. - [January 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/january2023-announce.html#january-2023): In-page section heading. - [In the spotlight](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/january2023-announce.html#in-the-spotlight): In-page section heading. - [January release](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/january2023-announce.html#january-release): In-page section heading. - [July 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/july2023-announce.html): Read about DataRobot's new preview and generally available features released in July, 2023. - [July 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/july2023-announce.html#july-2023): In-page section heading. - [July release](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/july2023-announce.html#july-release): In-page section heading. - [Data enhancements](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/july2023-announce.html#data-enhancements): In-page section heading. - [Modeling enhancements](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/july2023-announce.html#modeling-enhancements): In-page section heading. - [No-Code AI App enhancements](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/july2023-announce.html#no-code-ai-app-enhancements): In-page section heading. - [MLOps enhancements](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/july2023-announce.html#mlops-enhancements): In-page section heading. - [API enhancements](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/july2023-announce.html#api-enhancements): In-page section heading. - [June 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/june2023-announce.html): Read release notes for DataRobot's generally available and preview features released in June, 2023. - [June 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/june2023-announce.html#June-2023): In-page section heading. - [March 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/march2023-announce.html): Read release note announcements for DataRobot's generally available and preview features released in March, 2023. - [March 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/march2023-announce.html#march-2023): In-page section heading. - [March release](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/march2023-announce.html#march-release): In-page section heading. - [May 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/may2023-announce.html): Read release notes for DataRobot's generally available and preview features released in May, 2023. - [May 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/may2023-announce.html#may-2023): In-page section heading. - [November 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/november2023-announce.html): Read about DataRobot's new preview and generally available features released in November, 2023. - [November 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/november2023-announce.html#november-2023): In-page section heading. - [October 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/oct2023-announce.html): Read about DataRobot's new preview and generally available features released in October, 2023. - [October 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/oct2023-announce.html#october-2023): In-page section heading. - [September 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/sept2023-announce.html): Read about DataRobot's new preview and generally available features released in September, 2023. - [September 2023](https://docs.datarobot.com/en/docs/release/cloud-history/2023-announce/sept2023-announce.html#september-2023): In-page section heading. - [April 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/april2024-announce.html): Read about DataRobot's new preview and generally available features released in April 24, 2024. - [April 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/april2024-announce.html#april-2024): In-page section heading. - [In the spotlight](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/april2024-announce.html#in-the-spotlight): In-page section heading. - [April features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/april2024-announce.html#april-features): In-page section heading. - [Deprecations and migrations](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/april2024-announce.html#deprecations-and-migrations): In-page section heading. - [August 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/august2024-announce.html): Read about DataRobot's new preview and generally available features released in August 28, 2024. - [August 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/august2024-announce.html#august-2024): In-page section heading. - [In the spotlight](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/august2024-announce.html#in-the-spotlight): In-page section heading. - [August features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/august2024-announce.html#august-features): In-page section heading. - [February 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/february2024-announce.html): Read about DataRobot's new preview and generally available features released in February 28, 2024. - [February 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/february2024-announce.html#february-2024): In-page section heading. - [In the spotlight](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/february2024-announce.html#in-the-spotlight): In-page section heading. - [February features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/february2024-announce.html#february-features): In-page section heading. - [2024 AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/index.html): A monthly record of the 2024 preview and GA features announced for DataRobot's managed AI Platform. - [2024 AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/index.html#2024-ai-platform-releases): In-page section heading. - [January 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/january2024-announce.html): Read about DataRobot's new preview and generally available features released in January 24, 2024. - [January 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/january2024-announce.html#january-2024): In-page section heading. - [July 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/july2024-announce.html): Read about DataRobot's new preview and generally available features released on July 24, 2024. - [July 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/july2024-announce.html#july-2024): In-page section heading. - [In the spotlight: Feature Discovery in Workbench](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/july2024-announce.html#in-the-spotlight-feature-discovery-in-workbench): In-page section heading. - [July features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/july2024-announce.html#july-features): In-page section heading. - [June 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/june2024-announce.html): Read about DataRobot's new preview and generally available features released throughout the month of June. - [June 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/june2024-announce.html#june-2024): In-page section heading. - [In the spotlight: Support for trial users](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/june2024-announce.html#in-the-spotlight-support-for-trial-users): In-page section heading. - [June features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/june2024-announce.html#june-features): In-page section heading. - [March 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/march2024-announce.html): Read about DataRobot's new preview and generally available features released on March 27, 2024. - [March 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/march2024-announce.html#march-2024): In-page section heading. - [In the spotlight](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/march2024-announce.html#in-the-spotlight): In-page section heading. - [March features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/march2024-announce.html#march-features): In-page section heading. - [May 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/may2024-announce.html): Read about DataRobot's new preview and generally available features released on May 22, 2024. - [May 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/may2024-announce.html#may-2024): In-page section heading. - [In the spotlight: Asset migration](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/may2024-announce.html#in-the-spotlight-asset-migration): In-page section heading. - [Deprecations and migrations](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/may2024-announce.html#deprecations-and-migrations): In-page section heading. - [November 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/november2024-announce.html): Read about DataRobot's new features, released in November 2024. - [November 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/november2024-announce.html#november-2024): In-page section heading. - [November features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/november2024-announce.html#november-features): In-page section heading. - [October 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/october2024-announce.html): Read about DataRobot's new features, released in October, 2024. - [October 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/october2024-announce.html#october-2024): In-page section heading. - [October features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/october2024-announce.html#october-features): In-page section heading. - [September 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/september2024-announce.html): Read about DataRobot's new preview and generally available features released in September 25, 2024. - [September 2024](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/september2024-announce.html#september-2024): In-page section heading. - [September features](https://docs.datarobot.com/en/docs/release/cloud-history/2024-announce/september2024-announce.html#september-features): In-page section heading. - [April 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/april2025-announce.html): Read about DataRobot's new features, released in April 2025. - [April SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/april2025-announce.html#april-saas-feature-announcements): In-page section heading. - [April features](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/april2025-announce.html#april-features): In-page section heading. - [August 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/aug2025-announce.html): Read about DataRobot's new features, released in August 2025. - [August SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/aug2025-announce.html#august-saas-feature-announcements): In-page section heading. - [December 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/dec2025-announce.html): Read about DataRobot's new features, released in December 2025. - [December SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/dec2025-announce.html#december-saas-feature-announcements): In-page section heading. - [February 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/february2025-announce.html): Read about DataRobot's new features, released in February 2025. - [February SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/february2025-announce.html#february-saas-feature-announcements): In-page section heading. - [February features](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/february2025-announce.html#february-features): In-page section heading. - [2025 Managed AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/index.html): A monthly record of the 2025 preview and GA features announced for DataRobot's managed AI Platform. - [2025 Managed AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/index.html#2025-managed-ai-platform-releases): In-page section heading. - [January 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/january2025-announce.html): Read about DataRobot's new features, released in December 2024 and January 2025. - [December/January SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/january2025-announce.html#december-january-saas-feature-announcements): In-page section heading. - [December and January features](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/january2025-announce.html#december-and-january-features): In-page section heading. - [July 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/july2025-announce.html): Read about DataRobot's new features, released in July 2025. - [July SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/july2025-announce.html#july-saas-feature-announcements): In-page section heading. - [Spotlight: New agentic AI Platform for scalable, governed AI application development](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/july2025-announce.html#spotlight-new-agentic-ai-platform-for-scalable-governed-ai-application-development): In-page section heading. - [July features](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/july2025-announce.html#july-features): In-page section heading. - [June 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/june2025-announce.html): Read about DataRobot's new features, released in April 2025. - [June SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/june2025-announce.html#june-saas-feature-announcements): In-page section heading. - [June features](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/june2025-announce.html#june-features): In-page section heading. - [March 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/march2025-announce.html): Read about DataRobot's new features, released in March 2025. - [March SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/march2025-announce.html#march-saas-feature-announcements): In-page section heading. - [In the spotlight](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/march2025-announce.html#in-the-spotlight): In-page section heading. - [March features](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/march2025-announce.html#march-features): In-page section heading. - [May 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/may2025-announce.html): Read about DataRobot's new features, released in April 2025. - [May SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/may2025-announce.html#may-saas-feature-announcements): In-page section heading. - [May features](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/may2025-announce.html#may-features): In-page section heading. - [November 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/nov2025-announce.html): Read about DataRobot's new features, released in November 2025. - [November SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/nov2025-announce.html#november-saas-feature-announcements): In-page section heading. - [Agentic AI](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/nov2025-announce.html#agentic-ai): In-page section heading. - [October 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/oct2025-announce.html): Read about DataRobot's new features, released in October 2025. - [October SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/oct2025-announce.html#october-saas-feature-announcements): In-page section heading. - [Agentic AI](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/oct2025-announce.html#agentic-ai): In-page section heading. - [Apps](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/oct2025-announce.html#apps): In-page section heading. - [Platform](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/oct2025-announce.html#platform): In-page section heading. - [Code first](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/oct2025-announce.html#code-first): In-page section heading. - [September 2025](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/sept2025-announce.html): Read about DataRobot's new features, released in September 2025. - [September SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2025-announce/sept2025-announce.html#september-saas-feature-announcements): In-page section heading. - [February 2026](https://docs.datarobot.com/en/docs/release/cloud-history/2026-announce/february2026-announce.html): Read about DataRobot's new features, released in February 2026. - [February SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2026-announce/february2026-announce.html#february-saas-feature-announcements): In-page section heading. - [2026 Managed AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2026-announce/index.html): A monthly record of the 2026 preview and GA features announced for DataRobot's managed AI Platform. - [2026 Managed AI Platform releases](https://docs.datarobot.com/en/docs/release/cloud-history/2026-announce/index.html#2026-managed-ai-platform-releases): In-page section heading. - [January 2026](https://docs.datarobot.com/en/docs/release/cloud-history/2026-announce/january2026-announce.html): Read about DataRobot's new features, released in January 2026. - [January SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/2026-announce/january2026-announce.html#january-saas-feature-announcements): In-page section heading. - [Managed SaaS releases](https://docs.datarobot.com/en/docs/release/cloud-history/index.html): Read release notes for the DataRobot Managed AI Platform. - [Managed SaaS releases](https://docs.datarobot.com/en/docs/release/cloud-history/index.html#managed-saas-releases): In-page section heading. - [March SaaS feature announcements](https://docs.datarobot.com/en/docs/release/cloud-history/index.html#march-saas-feature-announcements): In-page section heading. - [Alteryx](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/alteryx.html): Alteryx predictive tools deprecated. - [Alteryx](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/alteryx.html#alteryx): In-page section heading. - [Accuracy Over Time data storage](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/aot-storage.html): Changes to Accuracy over Time data storage. - [Accuracy Over Time data for Python 3 projects](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/aot-storage.html#accuracy-over-time-data-for-python-3-projects): In-page section heading. - [Managed AI Platform user impacts](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/aot-storage.html#managed-ai-platform-user-impacts): In-page section heading. - [Self-managed AI Platform user impacts](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/aot-storage.html#self-managed-ai-platform-user-impacts): In-page section heading. - [Custom model training data assignment update](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/cus-model-training-data.html): Describes the conversion process for custom model training data assignment and the removed method for assigning training data directly to a custom model. - [Custom model training data assignment update](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/cus-model-training-data.html#custom-model-training-data-assignment-update): In-page section heading. - [Migrate models from dedicated to serverless prediction environments](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/dpe-serverless-migration.html): To migrate models to a serverless prediction environment, deploy registered models from Registry to a serverless prediction environment. - [Migrate models from dedicated to serverless prediction environments](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/dpe-serverless-migration.html#migrate-models-from-dedicated-to-serverless-prediction-environments): In-page section heading. - [Why serverless prediction environments?](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/dpe-serverless-migration.html#why-serverless-prediction-environments): In-page section heading. - [How do I use serverless prediction environments?](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/dpe-serverless-migration.html#how-do-i-use-serverless-prediction-environments): In-page section heading. - [In-app documentation](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/in-app-docs.html): Explains the removal of the DataRobot in-app documentation. - [In-app documentation removal](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/in-app-docs.html#In-app-documentation-removal): In-page section heading. - [Deprecations and migrations](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/index.html): Documentation related to deprecated functionality and guides on how to migrate your workflows. - [Deprecations and migrations](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/index.html#deprecation-migration-guides): In-page section heading. - [Important update on credential management](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/index.html#important-update-on-credential-management): In-page section heading. - [Deprecations and retirements](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/index.html#deprecations-and-retirements): In-page section heading. - [MLOps monitoring library Java requirement](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/java-requirement-mlops-lib.html): The MLOps monitoring library requires Java 11 or higher. - [MLOps monitoring library Java requirement](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/java-requirement-mlops-lib.html#mlops-monitoring-library-java-requirement): In-page section heading. - [Model Registry workflow update](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/model-registry.html): Between the October and November 2023 AI Platform releases (and in the 9.2 Self-managed AI Platform release), DataRobot is launching an exciting update to our Model Registry, making it easier for y... - [Model Registry workflow update](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/model-registry.html#model-registry-workflow-update): In-page section heading. - [Migration and workflow update overview](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/model-registry.html#migration-and-workflow-update-overview): In-page section heading. - [Leaderboard deployment walkthrough](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/model-registry.html#leaderboard-deployment-walkthrough): In-page section heading. - [API route deprecations](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/model-registry.html#api-route-deprecations): In-page section heading. - [Frequently asked questions](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/model-registry.html#frequently-asked-questions): In-page section heading. - [End of support for Self-Managed AI Platform versions](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/onprem-eol.html): Documentation related to deprecated functionality and guides on how to migrate your workflows. - [End of support for Self-Managed AI Platform versions](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/onprem-eol.html#end-of-support-for-self-managed-versions): In-page section heading. - [Open source and User models](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/oss-user-models.html): Explains the deprecation of Open Source and User models. - [Open source and User models](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/oss-user-models.html#open-source-and-user-models): In-page section heading. - [Deprecated and disabled functionality](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/oss-user-models.html#deprecated-and-disabled-functionality): In-page section heading. - [Pricing 5.0 (Classic MLOps)](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/pricing.html): MLOps feature availability is based on version. This page explains which features are accessible to each plan. - [Pricing 5.0 (Classic MLOps)](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/pricing.html#pricing-50-classic-mlops): In-page section heading. - [Batch Scoring Script](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python-batch-scoring.html): The Python batch scoring script is designed to efficiently score large files using the Prediction API. It has been replaced with the Batch Prediction Scripts. - [Batch Scoring Script](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python-batch-scoring.html#batch-scoring-script): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python-batch-scoring.html#prerequisites): In-page section heading. - [Installation instructions](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python-batch-scoring.html#installation-instructions): In-page section heading. - [Alternative install methods](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python-batch-scoring.html#alternative-install-methods): In-page section heading. - [Syntax, examples, and usage notes](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python-batch-scoring.html#syntax-examples-and-usage-notes): In-page section heading. - [Python 2 deprecation / migration to Python 3](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html): Explains the deprecation of Python 2 support within the DataRobot platform and how to migrate to Python 3. - [Python 2 deprecation / migration to Python 3](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html#python-2-deprecation-migration-to-python-3): In-page section heading. - [Users impacted](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html#users-impacted): In-page section heading. - [Products impacted](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html#products-impacted): In-page section heading. - [Actions required and important dates](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html#actions-required-and-important-dates): In-page section heading. - [Deprecated and disabled functionality](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html#deprecated-and-disabled-functionality): In-page section heading. - [Guide for migrating to Python 3](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html#guide-for-migrating-to-python-3): In-page section heading. - [Tips](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html#tips): In-page section heading. - [FAQ](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/python2.html#faq): In-page section heading. - [Capability matrix](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/wb-capability-matrix.html): An evolving comparison of capabilities available in DataRobot Classic and Workbench. - [Capability matrix (deprecated)](https://docs.datarobot.com/en/docs/release/deprecations-and-migrations/wb-capability-matrix.html#capability-matrix-deprecated): In-page section heading. - [Managed AI Platform releases](https://docs.datarobot.com/en/docs/release/index.html): Read release notes for DataRobot's generally available and preview features. - [AI Platform releases](https://docs.datarobot.com/en/docs/release/index.html#ai-platform-releases): In-page section heading. - [Agentic Starter](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-agentic-app.html): Build and deploy agentic workflows with multi-agent frameworks, a FastAPI backend, React frontend, and MCP server. - [Agentic Starter](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-agentic-app.html#agentic-starter): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-agentic-app.html#key-features): In-page section heading. - [Use cases](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-agentic-app.html#use-cases): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-agentic-app.html#architecture): In-page section heading. - [Predictive AI Starter](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-ai-starter.html): Outlines a basic predictive AI deployment workflow in DataRobot using a Streamlit front-end. - [Predictive AI Starter](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-ai-starter.html#predictive-ai-starter): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-ai-starter.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-ai-starter.html#architecture): In-page section heading. - [Business planning MCP](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-business-planning-mcp.html): An MCP server that provides tools and capabilities for business planning workflows in DataRobot. It enables AI agents to access data, perform analysis, create visualizations, make predictions, and ... - [Business planning MCP](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-business-planning-mcp.html#business-planning-mcp): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-business-planning-mcp.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-business-planning-mcp.html#architecture): In-page section heading. - [Predictive Content Generator](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-content-gen.html): Generate prediction content using Prediction Explanations from a classification model. - [Predictive Content Generator](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-content-gen.html#predictive-content-generator): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-content-gen.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-content-gen.html#architecture): In-page section heading. - [Forecast Assistant](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-forecast-assist.html): Leverage predictive and generative AI to analyze a forecast and summarize important factors in predictions. - [Forecast Assistant](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-forecast-assist.html#forecast-assistant): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-forecast-assist.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-forecast-assist.html#architecture): In-page section heading. - [MCP Server](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-mcp-server.html): Build and deploy an MCP server to provide tools, resources, and prompts to agentic applications and MCP clients. - [MCP Server](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-mcp-server.html#mcp-server): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-mcp-server.html#key-features): In-page section heading. - [Use cases](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-mcp-server.html#use-cases): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-mcp-server.html#architecture): In-page section heading. - [Guarded RAG Assistant](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-rag-assist.html): Build a RAG-powered chatbot using any knowledge base as its source. - [Guarded RAG Assistant](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-rag-assist.html#guarded-rag-assistant): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-rag-assist.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-rag-assist.html#architecture): In-page section heading. - [Talk to My Data Agent](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-agent.html): Provides a talk-to-your-data experience. - [Talk to My Data Agent](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-agent.html#talk-to-my-data-agent): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-agent.html#key-features): In-page section heading. - [Use cases](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-agent.html#use-cases): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-agent.html#architecture): In-page section heading. - [Talk to My Docs](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-docs.html): Provides a talk-to-your-docs experience. - [Talk to My Docs](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-docs.html#talk-to-my-docs): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-docs.html#key-features): In-page section heading. - [Use cases](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-docs.html#use-cases): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/at-talk-docs.html#architecture): In-page section heading. - [Delivery Planning](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-deliver-plan.html): Provides a predictive model development and deployment workflow in DataRobot for delivery planning to predict the risk of delayed outbound customer deliveries. - [Delivery Planning](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-deliver-plan.html#delivery-planning): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-deliver-plan.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-deliver-plan.html#architecture): In-page section heading. - [Materials Planning](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-material-plan.html): Provides a predictive model development and deployment workflow in DataRobot for materials planning to predict the risk of delayed inbound deliveries. - [Materials Planning](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-material-plan.html#materials-planning): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-material-plan.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-material-plan.html#architecture): In-page section heading. - [Revenue Forecasting](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-rev-forecast.html): Provides a predictive model development and deployment workflow in DataRobot for revenue forecasting. - [Revenue Forecasting](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-rev-forecast.html#revenue-forecasting): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-rev-forecast.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-rev-forecast.html#architecture): In-page section heading. - [Cash Flow Forecasting](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-sap-fpa.html): A basic development and prediction workflow for a late payment predictive model in DataRobot. - [Cash Flow Forecasting](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-sap-fpa.html#cash-flow-forecasting): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-sap-fpa.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-sap-fpa.html#architecture): In-page section heading. - [Demand Planning](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-sap-ibp.html): A demand planning predictive model development and forecasting workflow in DataRobot. It utilizes example data stored in SAP Datasphere and sourced from SAP IBP to build and deploy a predictive model. - [Demand Planning](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-sap-ibp.html#demand-planning): In-page section heading. - [Key features](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-sap-ibp.html#key-features): In-page section heading. - [Architecture](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/at-sap-ibp.html#architecture): In-page section heading. - [Business planning templates](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/index.html): DataRobot provides a suite of agents to accelerate building and prodictionalization, as well as achieve real world business outcomes. - [Business planning templates](https://docs.datarobot.com/en/docs/wb-apps/app-templates/business-planning/index.html#business-planning-templates): In-page section heading. - [Application templates](https://docs.datarobot.com/en/docs/wb-apps/app-templates/index.html): Application templates provide a code-first, end-to-end pipleline for you to provision DataRobot resources with customizable components to engage with Generative and Predictive AI use cases. - [Application templates](https://docs.datarobot.com/en/docs/wb-apps/app-templates/index.html#application-templates): In-page section heading. - [Available templates](https://docs.datarobot.com/en/docs/wb-apps/app-templates/index.html#available-templates): In-page section heading. - [Open an app template](https://docs.datarobot.com/en/docs/wb-apps/app-templates/index.html#open-an-app-template): In-page section heading. - [Configure an app template with the CLI tool](https://docs.datarobot.com/en/docs/wb-apps/app-templates/index.html#configure-an-app-template-with-the-cli-tool): In-page section heading. - [Add custom app templates to an organization](https://docs.datarobot.com/en/docs/wb-apps/app-templates/index.html#add-custom-application-templates-to-an-organization): In-page section heading. - [Use a text generation NVIDIA NIM in an application template](https://docs.datarobot.com/en/docs/wb-apps/app-templates/index.html#use-a-text-generation-nvidia-nim-in-an-application-template): In-page section heading. - [CI/CD setup for application templates](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html): Set up continuous integration and continuous delivery for application templates using GitLab and GitHub. - [CI/CD setup for application templates](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#cicd-setup-for-application-templates): In-page section heading. - [Configure Gitlab merge request tests and linters](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#configure-gitlab-merge-request-tests-and-linters): In-page section heading. - [Review deployments](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#review-deployments): In-page section heading. - [Continuous delivery](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#continuous-delivery): In-page section heading. - [GitHub actions](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#github-actions): In-page section heading. - [Pulumi](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#pulumi): In-page section heading. - [GitHub actions secrets](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#github-actions-secrets): In-page section heading. - [Destroy resources with GitHub actions](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#destroy-resources-with-github-actions): In-page section heading. - [Pulumi state management](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#pulumi-state-management): In-page section heading. - [Conclusion](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/cicd-tutorial.html#conclusion): In-page section heading. - [Deploy a custom model with Pulumi](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-custom-model.html): This notebook outlines how to use Pulumi to deploy a Scikit-learn classifier. Before proceeding,download the necessary assetsto execute the tasks in this notebook. - [Deploy a custom model with Pulumi](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-custom-model.html#deploy-a-custom-model-with-pulumi): In-page section heading. - [Initialize the environment](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-custom-model.html#initialize-the-environment): In-page section heading. - [Set up a project](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-custom-model.html#set-up-a-project): In-page section heading. - [Create a declarative custom model deployment](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-custom-model.html#create-a-declarative-custom-model-deployment): In-page section heading. - [Run the Pulumi stack](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-custom-model.html#run-the-pulumi-stack): In-page section heading. - [Clear your work](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-custom-model.html#clear-your-work): In-page section heading. - [Appendix](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-custom-model.html#appendix): In-page section heading. - [Deploy a custom application with Pulumi](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-dr-app.html): This notebook outlines how to use Pulumi to deploy a custom application. - [Deploy a custom application with Pulumi](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-dr-app.html#deploy-a-custom-application-with-pulumi): In-page section heading. - [Initialize the environment](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-dr-app.html#initialize-the-environment): In-page section heading. - [Set up a project](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-dr-app.html#set-up-a-project): In-page section heading. - [Create a declarative custom application deployment](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-dr-app.html#create-a-declarative-custom-application-deployment): In-page section heading. - [Run the Pulumi stack](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-dr-app.html#run-the-pulumi-stack): In-page section heading. - [Clear your work](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-dr-app.html#clear-your-work): In-page section heading. - [Deploy a governed custom LLM](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-governed-llm.html): This notebook outlines how to create a deployment endpoint that interfaces with a large language model (LLM). Doing so allows you to engage with it via a DataRobot API key. In exchange for creating... - [Deploy a governed custom LLM](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-governed-llm.html#deploy-a-governed-custom-llm): In-page section heading. - [Initialize the environment](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-governed-llm.html#initialize-the-environment): In-page section heading. - [Set up a project](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-governed-llm.html#set-up-a-project): In-page section heading. - [Create a declarative LLM deployment](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-governed-llm.html#create-a-declarative-llm-deployment): In-page section heading. - [Putting it together](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-governed-llm.html#putting-it-together): In-page section heading. - [Clear your work](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-governed-llm.html#clear-your-work): In-page section heading. - [Appendix](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/deploy-governed-llm.html#appendix): In-page section heading. - [Pulumi tasks](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/index.html): Review notebooks that outline how to execute DataRobot tasks with Pulumi. - [Pulumi tasks](https://docs.datarobot.com/en/docs/wb-apps/app-templates/pulumi-tasks/index.html#pulumi-tasks): In-page section heading. - [Create a chat generation Q&A application](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/create-qa-app.html): Create a custom chat generation Q&A application in DataRobot to prototype, explore, and showcase the results of LLM models you've built. - [Create a chat generation Q&A application](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/create-qa-app.html#create-custom-applications): In-page section heading. - [Prepare a text generation deployment](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/create-qa-app.html#prepare-a-text-generation-deployment): In-page section heading. - [Build a chat generation Q&A application](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/create-qa-app.html#build-a-chat-generation-QA-application): In-page section heading. - [Use the chat generation Q&A application](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/create-qa-app.html#use-the-chat-generation-qa-application): In-page section heading. - [Manage the chat generation Q&A application](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/create-qa-app.html#manage-the-chat-generation-qa-application): In-page section heading. - [Host applications with DRApps](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/host-custom-app.html): Host an application, such as a Streamlit app, in DataRobot using a DataRobot execution environment. - [Host applications with DRApps](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/host-custom-app.html#host-applications-with-drapps): In-page section heading. - [Install the DRApps CLI tool](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/host-custom-app.html#install-the-drapps-cli-tool): In-page section heading. - [Use the DRApps CLI](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/host-custom-app.html#use-the-drapps-cli): In-page section heading. - [Deploy an example app](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/host-custom-app.html#deploy-an-example-app): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/host-custom-app.html#feature-considerations): In-page section heading. - [Applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/index.html): Create applications in DataRobot to share machine learning projects using web applications, including Streamlit, Dash, and Plotly. - [Applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/index.html#applications): In-page section heading. - [Manage application sources](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-app-source.html): Add and configure application sources in Registry, and work with application sources in a codespace. - [Manage application sources](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-app-source.html#manage-application-sources): In-page section heading. - [Add an application source](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-app-source.html#add-an-application-source): In-page section heading. - [Configure an application source](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-app-source.html#configure-an-application-source): In-page section heading. - [Modify an application source in a codespace](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-app-source.html#modify-an-application-source-in-a-codespace): In-page section heading. - [Replace an application source](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-app-source.html#replace-an-application-source): In-page section heading. - [Manage applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-custom-app.html): Create applications in DataRobot to share machine learning projects using web applications like Streamlit, Dash, and Plotly. - [Manage applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-custom-app.html#manage-applications): In-page section heading. - [Share applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-custom-app.html#share-applications): In-page section heading. - [Link to a Use Case](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-custom-app.html#link-to-a-use-case): In-page section heading. - [Delete an application](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/manage-custom-app.html#delete-an-application): In-page section heading. - [Monitor applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/monitor-app.html): Use the observability dashboard to view application usage, service health, and resource consumption. - [Monitor applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/monitor-app.html#monitor-applications): In-page section heading. - [Resource usage](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/monitor-app.html#resource-usage): In-page section heading. - [Activity logs](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/monitor-app.html#activity-logs): In-page section heading. - [Define runtime parameters](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/nxt-runtime-parameter-custom-app.html): Add runtime parameters to a custom app, making the application code easier to reuse. - [Define runtime parameters](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/nxt-runtime-parameter-custom-app.html#define-runtime-parameters): In-page section heading. - [Create applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/upload-custom-app.html): Create applications in DataRobot to share machine learning projects using web applications like Streamlit and Dash. - [Create applications](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/upload-custom-app.html#create-applications): In-page section heading. - [Supported frameworks](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/upload-custom-app.html#supported-frameworks): In-page section heading. - [Upload an application](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/upload-custom-app.html#upload-an-application): In-page section heading. - [Build an app from an application source](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/upload-custom-app.html#build-an-app-from-an-application-source): In-page section heading. - [Build an app from a template](https://docs.datarobot.com/en/docs/wb-apps/custom-apps/upload-custom-app.html#build-an-app-from-a-template): In-page section heading. - [Applications](https://docs.datarobot.com/en/docs/wb-apps/index.html): Learn about the various application offerings available from DataRobot. - [Applications](https://docs.datarobot.com/en/docs/wb-apps/index.html#applications): In-page section heading. - [What are applications?](https://docs.datarobot.com/en/docs/wb-apps/index.html#what-are-applications): In-page section heading. - [Audit model code](https://docs.datarobot.com/en/docs/workbench/compliance/audit-model-code.html): Audit model code to ensure compliance with regulations and best practices. - [Audit model code](https://docs.datarobot.com/en/docs/workbench/compliance/audit-model-code.html#audit-model-code): In-page section heading. - [Build compliance templates](https://docs.datarobot.com/en/docs/workbench/compliance/build-doc-templates.html): Create, edit, and share custom compliance documentation templates. - [Build compliance templates](https://docs.datarobot.com/en/docs/workbench/compliance/build-doc-templates.html#build-compliance-templates): In-page section heading. - [Generate compliance documentation](https://docs.datarobot.com/en/docs/workbench/compliance/generate-compliance-doc.html): Generate individualized documentation to provide comprehensive guidance on what constitutes effective model risk management. - [Generate compliance documentation](https://docs.datarobot.com/en/docs/workbench/compliance/generate-compliance-doc.html#generate-compliance-documentation): In-page section heading. - [Compliance](https://docs.datarobot.com/en/docs/workbench/compliance/index.html): Automated model development documentation that can be used for regulatory validation. The documentation provides comprehensive guidance on what constitutes effective model risk management. - [Compliance](https://docs.datarobot.com/en/docs/workbench/compliance/index.html#compliance): In-page section heading. - [Generalized model validation workflow](https://docs.datarobot.com/en/docs/workbench/compliance/index.html#generalized-model-validation-workflow): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/compliance/index.html#feature-considerations): In-page section heading. - [NextGen UI documentation](https://docs.datarobot.com/en/docs/workbench/index.html): Learn every aspect of the DataRobot workflow, from importing data to deploying and managing models. - [NextGen UI documentation](https://docs.datarobot.com/en/docs/workbench/index.html#nextgen-ui-documentation): In-page section heading. - [Console](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html): The NextGen DataRobot Console provides critical management, monitoring, and governance features in a refreshed, modern user interface, familiar to users of MLOps features in DataRobot Classic. - [Console](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#console): In-page section heading. - [Dashboard and overview](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#dashboard-and-overview): In-page section heading. - [Monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#monitoring): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#predictions): In-page section heading. - [Mitigation](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#mitigation): In-page section heading. - [Activity log](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#activity-log): In-page section heading. - [Settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#settings): In-page section heading. - [Prediction environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#prediction-environments): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-console/index.html#feature-considerations): In-page section heading. - [Activity log](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/index.html): Monitor model, deployment, custom model, agent, and moderation events. - [Activity log](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/index.html#activity-log): In-page section heading. - [Agent events](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-agent-events.html): On a deployment's Agent events tab, you can view Management and Monitoring events. - [Agent events](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-agent-events.html#agent-events): In-page section heading. - [Management events](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-agent-events.html#management-events): In-page section heading. - [Monitoring events](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-agent-events.html#monitoring-events): In-page section heading. - [Comments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-comments.html): Review comments added during the deployment approval and configuration process. - [Comments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-comments.html#comments): In-page section heading. - [Governance](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-governance.html): Review a deployment's available governance log details on the Governance tab, including an audit trail for any deployment approval policies triggered for the deployment. - [Governance](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-governance.html#governance): In-page section heading. - [MLOps events](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-mlops-events.html): On a deployment's MLOps events tab, you can view important deployment events. - [MLOps events](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-mlops-events.html#mlops-events): In-page section heading. - [Model history](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-model-history.html): On a deployment's Model history tab, you can view a historical log of deployment events. - [Model history](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-model-history.html#model-history): In-page section heading. - [Moderation](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-moderation.html): On a deployment's Moderation tab, you can view evaluation and moderation events. - [Moderation](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-moderation.html#moderation): In-page section heading. - [Logs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-otel-logs.html): On a deployment's Logs tab, you can view OpenTelemetry log events. - [Logs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-otel-logs.html#logs): In-page section heading. - [Export OTel logs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-otel-logs.html#export-otel-logs): In-page section heading. - [Standard output](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-runtime-logs.html): On a deployment's Standard output tab, you can view custom model runtime log events. - [Standard output](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-activity-log/nxt-runtime-logs.html#runtime-logs): In-page section heading. - [Mitigation](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/index.html): Manage the complex machine learning lifecycle to control the quality of models in production. - [Mitigation](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/index.html#mitigation): In-page section heading. - [Challengers](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html): How to use the Challengers tab to submit challenger models that shadow a deployed model and replay predictions made against the deployed model. If a challenger outperforms the deployed model, you c... - [Challengers](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html#challengers): In-page section heading. - [Enable the Challengers tab](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html#enable-the-challengers-tab): In-page section heading. - [Add challengers to a deployment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html#add-challengers-to-a-deployment): In-page section heading. - [Replay predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html#replay-predictions): In-page section heading. - [Schedule prediction replay](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html#schedule-prediction-replay): In-page section heading. - [View challenger job history](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html#view-challenger-job-history): In-page section heading. - [Challenger models overview](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html#challenger-models-overview): In-page section heading. - [Challenger model comparisons](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-challengers.html#challenger-model-comparisons): In-page section heading. - [Humility](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-humility.html): After configuring rules and making predictions with humility monitoring enabled, view deployment's humility data from the Humility tab. - [Humility](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-humility.html#humility): In-page section heading. - [View humility data](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-humility.html#view-humility-data): In-page section heading. - [Enable prediction warnings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-humility.html#enable-prediction-warnings): In-page section heading. - [Retraining](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html): Set up automated retraining policies to maintain model performance after deployment. - [Retraining](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html#retraining): In-page section heading. - [Create an automated retraining policy](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html#create-an-automated-retraining-policy): In-page section heading. - [Manage retraining policies](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html#manage-retraining-policies): In-page section heading. - [View retraining history](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html#view-retraining-history): In-page section heading. - [Retraining strategies](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html#retraining-strategies): In-page section heading. - [Retraining availability](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html#retraining-availability): In-page section heading. - [Retraining for time series](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html#retraining-for-time-series): In-page section heading. - [Time-aware retraining](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-mitigation/nxt-retraining.html#time-aware-retraining): In-page section heading. - [Monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/index.html): Track the performance of models in production to identify potential issues before they impact business operations. - [Monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/index.html#monitoring): In-page section heading. - [Accuracy](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-accuracy.html): The Accuracy tab helps determine whether a model's quality is decaying and if you should consider replacing it. - [Accuracy](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-accuracy.html#accuracy): In-page section heading. - [Enable the Accuracy tab](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-accuracy.html#enable-the-accuracy-tab): In-page section heading. - [Configure the Accuracy dashboard](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-accuracy.html#configure-the-accuracy-dashboard): In-page section heading. - [Configure accuracy metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-accuracy.html#configure-accuracy-metrics): In-page section heading. - [Accuracy charts](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-accuracy.html#accuracy-charts): In-page section heading. - [Accuracy charts for location data](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-accuracy.html#accuracy-charts-for-location-data): In-page section heading. - [Interpret accuracy alerts](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-accuracy.html#interpret-accuracy-alerts): In-page section heading. - [Batch monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html): View and manage monitoring statistics organized by batch job, instead of by time, for DataRobot and external models. - [Batch monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#batch-monitoring): In-page section heading. - [Enable batch monitoring for a new deployment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#enable-batch-monitoring-for-a-new-deployment): In-page section heading. - [Enable batch monitoring for an existing deployment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#enable-batch-monitoring-for-an-existing-deployment): In-page section heading. - [View a batch monitoring deployment in the inventory](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#view-a-batch-monitoring-deployment-in-the-inventory): In-page section heading. - [Create batches with batch predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#create-batches-with-batch-predictions): In-page section heading. - [Create a batch and add agent-monitored predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#create-a-batch-and-add-agent-monitored-predictions): In-page section heading. - [Create batches with the batch CLI tools](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#create-batches-with-the-batch-cli-tools): In-page section heading. - [Manage batches](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#manage-batches): In-page section heading. - [Monitoring for batch deployments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-batch-monitoring.html#monitoring-for-batch-deployments): In-page section heading. - [Custom metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-custom-metrics.html): Create and monitor custom business or performance metrics per deployment. - [Custom metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-custom-metrics.html#custom-metrics): In-page section heading. - [Add custom metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-custom-metrics.html#add-custom-metrics): In-page section heading. - [Upload data to custom metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-custom-metrics.html#upload-data-to-custom-metrics): In-page section heading. - [Manage custom metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-custom-metrics.html#manage-custom-metrics): In-page section heading. - [Configure the custom metric dashboard display settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-custom-metrics.html#configure-the-custom-metric-dashboard-display-settings): In-page section heading. - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-custom-metrics.html#explore-deployment-data-tracing): In-page section heading. - [Data drift](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html): The data drift dashboard analyzes a deployed model's performance, providing four interactive, exportable visualizations that communicate model health. - [Data drift](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html#data-drift): In-page section heading. - [Data drift dashboard sections](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html#data-drift-dashboard-sections): In-page section heading. - [Configure the Data drift dashboard](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html#configure-the-data-drift-dashboard): In-page section heading. - [Feature analysis charts](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html#feature-analysis-charts): In-page section heading. - [Drift over time chart](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html#drift-over-time-chart): In-page section heading. - [Predictions over time chart](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html#predictions-over-time-chart): In-page section heading. - [Drift charts for location data](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html#drift-charts-for-location-data): In-page section heading. - [Drill down on the Data drift tab](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-drift.html#drill-down-on-the-data-drift-tab): In-page section heading. - [Data exploration](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-exploration.html): Explore a deployment's stored production and training data to compute and monitor custom business or performance metrics. - [Data exploration](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-exploration.html#data-exploration): In-page section heading. - [Configure data exploration range](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-exploration.html#configure-data-exploration-range): In-page section heading. - [Export deployment data](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-exploration.html#export-deployment-data): In-page section heading. - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-exploration.html#explore-deployment-data-tracing): In-page section heading. - [Explore deployment data quality](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-data-exploration.html#explore-deployment-data-quality): In-page section heading. - [Fairness](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-fairness.html): Monitor the fairness of deployed production models over time. - [Fairness](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-fairness.html#fairness): In-page section heading. - [Investigate bias](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-fairness.html#investigate-bias): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-fairness.html#feature-considerations): In-page section heading. - [Generative model monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-genai-monitoring.html): The text generation target type for DataRobot custom and external models is compatible with generative Large Language Models (LLMs), allowing you to deploy generative models, make predictions, moni... - [Generative model monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-genai-monitoring.html#generative-model-monitoring): In-page section heading. - [Create and deploy a generative custom model](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-genai-monitoring.html#create-and-deploy-a-generative-custom-model): In-page section heading. - [Create and deploy an external generative model](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-genai-monitoring.html#create-and-deploy-an-external-generative-model): In-page section heading. - [Monitor a deployed generative model](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-genai-monitoring.html#monitor-a-deployed-generative-model): In-page section heading. - [Monitoring jobs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-monitoring-jobs.html): Use the job definition UI to create monitoring jobs, allowing DataRobot to monitor deployments running and storing feature data and predictions outside of DataRobot. - [Monitoring jobs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-monitoring-jobs.html#monitoring-jobs): In-page section heading. - [Set monitoring data source](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-monitoring-jobs.html#set-monitoring-data-source): In-page section heading. - [Set monitoring options](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-monitoring-jobs.html#set-monitoring-options): In-page section heading. - [Schedule monitoring jobs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-monitoring-jobs.html#schedule-monitoring-jobs): In-page section heading. - [Save monitoring job definition](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-monitoring-jobs.html#save-monitoring-job-definition): In-page section heading. - [OTel metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-otel-metrics.html): On a deployment's OTel metrics tab, you can view OpenTelemetry metrics and configure external metrics monitoring. - [OTel metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-otel-metrics.html#otel-metrics): In-page section heading. - [Select OTel metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-otel-metrics.html#select-otel-metrics): In-page section heading. - [Edit OTel metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-otel-metrics.html#edit-otel-metrics): In-page section heading. - [Deployment reports](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-reports.html): Learn about deployment reports, which summarize details of a deployment, such as its owner, how the model was built, the model age, and the humility monitoring status. - [Deployment reports](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-reports.html#deployment-reports): In-page section heading. - [Generate a deployment report](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-reports.html#generate-a-deployment-report): In-page section heading. - [Schedule deployment reports](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-reports.html#schedule-deployment-reports): In-page section heading. - [Resource monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-resource-monitoring.html): Monitor CPU and memory utilization for deployed custom models and agentic workflows to evaluate resource usage, identify bottlenecks, and understand auto-scaling behavior. - [Resource monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-resource-monitoring.html#resource-monitoring): In-page section heading. - [Resource utilization summary tiles](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-resource-monitoring.html#resource-utilization-summary-tiles): In-page section heading. - [Resource utilization charts](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-resource-monitoring.html#resource-utilization-charts): In-page section heading. - [Filter by compute instance](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-resource-monitoring.html#filtering-by-compute-instance): In-page section heading. - [Understanding resource utilization metrics](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-resource-monitoring.html#understanding-resource-utilization-metrics): In-page section heading. - [Segmented analysis](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-segmented-analysis.html): Segmented analysis filters data drift and accuracy statistics into unique segment attributes and values to identify potential issues in your training and prediction data. - [Segmented analysis](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-segmented-analysis.html#segmented-analysis): In-page section heading. - [Configure segmented analysis](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-segmented-analysis.html#configure-segmented-analysis): In-page section heading. - [View segmented analysis](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-segmented-analysis.html#view-segmented-analysis): In-page section heading. - [Service health](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-service-health.html): How to use the Service health tab, which tracks metrics for how quickly a deployment responds to prediction requests to find bottlenecks and assess capacity. - [Service health](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-service-health.html#service-health): In-page section heading. - [Understand metric tiles and chart](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-service-health.html#understand-metric-tiles-and-chart): In-page section heading. - [Service health status indicators](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-service-health.html#service-health-status-indicators): In-page section heading. - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-service-health.html#explore-deployment-data-tracing): In-page section heading. - [Usage](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-usage.html): Tracks prediction processing progress for use in accuracy, data drift, and predictions over time analysis. - [Usage](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-usage.html#usage): In-page section heading. - [Prediction tracking chart](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-usage.html#prediction-tracking-chart): In-page section heading. - [Prediction and actuals processing delay](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-usage.html#prediction-and-actuals-processing-delay): In-page section heading. - [Predictions and actuals upload limits](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-usage.html#prediction-and-actuals-processing-upload-limits): In-page section heading. - [Quota usage monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-usage.html#quota-usage-monitoring): In-page section heading. - [Notification templates](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-notifications/index.html): Configure deployment notifications through the creation of notification policies, combining notification channels and templates. - [Notification templates](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-notifications/index.html#notification-templates): In-page section heading. - [Create a new policy template](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-notifications/index.html#create-a-new-policy-template): In-page section heading. - [Create a new channel template](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-notifications/index.html#create-a-new-channel-template): In-page section heading. - [Manage templates and channels](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-notifications/index.html#manage-templates-and-channels): In-page section heading. - [Dashboard and overview](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/index.html): Monitor deployed model performance and take action as necessary. - [Dashboard and overview](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/index.html#dashboard-and-overview): In-page section heading. - [Deployments dashboard](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-dashboard.html): Learn about the deployments dashboard, which displays all actively deployed models and lets you monitor deployed model performance and take necessary action. - [Deployments dashboard](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-dashboard.html#deployments-dashboard): In-page section heading. - [Deployment columns](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-dashboard.html#deployment-columns): In-page section heading. - [Health indicators](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-dashboard.html#health-indicators): In-page section heading. - [Filter deployments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-dashboard.html#filter-deployments): In-page section heading. - [Search deployments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-dashboard.html#search-deployments): In-page section heading. - [View agentic workflow deployments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-dashboard.html#view-agentic-workflow-deployments): In-page section heading. - [View agentic tools](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-dashboard.html#view-agentic-tools): In-page section heading. - [Deployment actions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-deployment-actions.html): Manage deployments using the actions menu, which allows you to apply deployment settings, share deployments, create applications using the deployed model, replace models, and delete deployments, am... - [Deployment actions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-deployment-actions.html#deployment-actions): In-page section heading. - [Link to a Use Case](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-deployment-actions.html#link-to-a-use-case): In-page section heading. - [Replace deployed models](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-deployment-actions.html#replace-deployed-models): In-page section heading. - [Deployment overview](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-overview.html): Select a deployment from the Dashboard to view the Overview page. - [Deployment overview](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-overview.html#deployment-overview): In-page section heading. - [Details](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-overview.html#details): In-page section heading. - [Lineage](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-overview.html#lineage): In-page section heading. - [Evaluation and moderation](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-overview.html#evaluation-and-moderation): In-page section heading. - [Tags](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-overview.html#tags): In-page section heading. - [Runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-overview.html#runtime-parameters): In-page section heading. - [Setup checklist and approval](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-overview/nxt-overview.html#setup-checklist-and-approval): In-page section heading. - [Prediction environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/index.html): On the Prediction Environments page, view DataRobot prediction environments, and create, edit, delete, or share serverless and external prediction environments. - [Prediction environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/index.html#prediction-environments): In-page section heading. - [Add external prediction environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-ext-pred-env.html): Manage and control user access to environments on the prediction environment dashboard and specify the prediction environment for any deployment. - [Add external prediction environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-ext-pred-env.html#add-external-prediction-environments): In-page section heading. - [Deploy a model to a prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env-deploy.html): On the Prediction Environments page, you can deploy a model directly to any prediction environment, DataRobot or external. - [Deploy a model to a prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env-deploy.html#deploy-a-model-to-a-prediction-environment): In-page section heading. - [Manage prediction environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env-manage.html): On the Prediction Environments page, you can view your organization's DataRobot prediction environments; edit, delete, or share external prediction environments; and deploy models directly to predi... - [Manage predictions environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env-manage.html#manage-predictions-environments): In-page section heading. - [View or edit prediction environment details](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env-manage.html#view-edit-prediction-environment-details): In-page section heading. - [View or edit prediction environment monitoring settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env-manage.html#view-or-edit-prediction-environment-monitoring-settings): In-page section heading. - [Manage a prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env-manage.html#manage-a-prediction-environment): In-page section heading. - [Add DataRobot Serverless prediction environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env.html): Review the DataRobot prediction environments available to you and create DataRobot Serverless prediction environments to make scalable predictions with configurable compute instance settings. - [Add DataRobot Serverless prediction environments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env.html#add-datarobot-serverless-prediction-environments): In-page section heading. - [Deploy a model to the DataRobot Serverless prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env.html#deploy-a-model-to-the-datarobot-serverless-prediction-environment): In-page section heading. - [Make predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-pred-env.html#make-predictions): In-page section heading. - [Prediction environment integrations](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/index.html): Configure DataRobot-managed prediction environment integrations to deploy and replace DataRobot models. - [Prediction environment integrations](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/index.html#prediction): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/index.html#feature-considerations): In-page section heading. - [Automated deployment and replacement of Scoring Code in AzureML](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-azureml-pred-env-integration.html): Create a DataRobot-managed AzureML prediction environment to deploy and replace DataRobot Scoring Code in AzureML. - [Automated deployment and replacement of Scoring Code in AzureML](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-azureml-pred-env-integration.html#automated-deployment-and-replacement-of-scoring-code-in-azureml): In-page section heading. - [Create an AzureML prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-azureml-pred-env-integration.html#create-an-azure-prediction-environment): In-page section heading. - [Deploy a model to the AzureML prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-azureml-pred-env-integration.html#deploy-a-model-to-the-azure-prediction-environment): In-page section heading. - [Make predictions in AzureML](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-azureml-pred-env-integration.html#make-predictions-in-azureml): In-page section heading. - [Automated deployment and replacement in Sagemaker](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sagemaker-pred-env-integration.html): Create a DataRobot-managed Sagemaker prediction environment to deploy and replace DataRobot custom models and Scoring Code in Sagemaker. - [Automated deployment and replacement in Sagemaker](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sagemaker-pred-env-integration.html#automated-deployment-and-replacement-of-custom-models-in-sagemaker): In-page section heading. - [Create a Sagemaker prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sagemaker-pred-env-integration.html#create-a-sagemaker-prediction-environment): In-page section heading. - [Deploy a model to the Sagemaker prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sagemaker-pred-env-integration.html#deploy-a-model-to-the-Sagemaker-prediction-environment): In-page section heading. - [Restart a Sagemaker prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sagemaker-pred-env-integration.html#restart-a-sagemaker-prediction-environment): In-page section heading. - [Automated deployment and replacement of Scoring Code in SAP AI Core](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sap-pred-env-integration.html): Create a DataRobot-managed SAP AI Core prediction environment to deploy and replace DataRobot Scoring Code in SAP AI Core. - [Automated deployment and replacement of Scoring Code in SAP AI Core](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sap-pred-env-integration.html#automated-deployment-and-replacement-of-scoring-code-in-sap-ai-core): In-page section heading. - [Create an SAP AI Core prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sap-pred-env-integration.html#create-an-sap-ai-core-prediction-environment): In-page section heading. - [Deploy a model to the SAP AI Core prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sap-pred-env-integration.html#deploy-a-model-to-the-sap-ai-core-prediction-environment): In-page section heading. - [Make predictions in SAP AI Core](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sap-pred-env-integration.html#make-predictions-in-sap-ai-core): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-sap-pred-env-integration.html#feature-considerations): In-page section heading. - [Automated deployment and replacement of Scoring Code in Snowflake](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-snowflake-pred-env-integration.html): Create a DataRobot-managed Snowflake prediction environment to deploy and replace DataRobot Scoring Code in Snowflake. - [Automated deployment and replacement of Scoring Code in Snowflake](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-snowflake-pred-env-integration.html#automated-deployment-and-replacement-of-scoring-code-in-snowflake): In-page section heading. - [Create a Snowflake prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-snowflake-pred-env-integration.html#create-a-snowflake-prediction-environment): In-page section heading. - [Deploy a model to the Snowflake prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-snowflake-pred-env-integration.html#deploy-a-model-to-the-snowflake-prediction-environment): In-page section heading. - [Restart a Snowflake prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-prediction-environments/nxt-prediction-environment-integrations/nxt-snowflake-pred-env-integration.html#restart-a-snowflake-prediction-environment): In-page section heading. - [Predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/index.html): Make predictions through a deployed model to view data on the deployment's service health, data drift, and accuracy tabs, in addition to any other configured functionality. - [Predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/index.html#predictions): In-page section heading. - [Prediction file size limits](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/index.html#file-size-limits): In-page section heading. - [Make predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-make-predictions.html): Make a batch prediction for a deployed model with a dataset of any size. Learn about additional prediction options for time series deployments. - [Make predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-make-predictions.html#make-predictions): In-page section heading. - [Select a prediction dataset](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-make-predictions.html#select-a-prediction-dataset): In-page section heading. - [Make predictions with a deployment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-make-predictions.html#make-predictions-with-a-deployment): In-page section heading. - [Set time series options](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-make-predictions.html#set-time-series-options): In-page section heading. - [Set prediction options](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-make-predictions.html#set-prediction-options): In-page section heading. - [Compute and download predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-make-predictions.html#compute-and-download-predictions): In-page section heading. - [Monitoring code snippets (external deployments)](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-monitoring.html): Access monitoring snippets on an external model deployment's **Predictions > Monitoring** tab - [Monitoring code snippets (external deployments)](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-monitoring.html#monitoring-code-snippets-external-deployments): In-page section heading. - [Portable predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-portable-predictions.html): Download and configure the Portable Prediction Server (PPS) or Scoring Code to make portable predictions. - [Portable predictions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-portable-predictions.html#portable-predictions): In-page section heading. - [Portable Prediction Server](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-portable-predictions.html#portable-prediction-server): In-page section heading. - [Scoring Code](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-portable-predictions.html#scoring-code): In-page section heading. - [Prediction API snippets](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-pred-api-snippets.html): How to adapt downloadable DataRobot Python code to submit a CSV or JSON file for scoring and integrate it into a production application via the Prediction API. - [Prediction API snippets](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-pred-api-snippets.html#prediction-api-snippets): In-page section heading. - [Set prediction intervals (time series)](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-intervals.html): For time series deployments, enable and configure prediction intervals returned alongside the prediction response of deployed models. - [Set prediction intervals (time series)](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-intervals.html#set-prediction-intervals-time-series): In-page section heading. - [Prediction jobs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-jobs.html): View and manage prediction job definitions for a deployment. - [Prediction jobs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-jobs.html#prediction-jobs): In-page section heading. - [Schedule recurring batch prediction jobs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-jobs.html#schedule-recurring-batch-prediction-jobs): In-page section heading. - [Set up prediction sources](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-jobs.html#set-up-prediction-sources): In-page section heading. - [Set prediction options](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-jobs.html#set-prediction-options): In-page section heading. - [Set time series options](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-jobs.html#set-time-series-options): In-page section heading. - [Set up prediction destinations](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-jobs.html#set-up-prediction-destinations): In-page section heading. - [Schedule prediction jobs](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-predictions/nxt-prediction-jobs.html#schedule-prediction-jobs): In-page section heading. - [Deployment settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/index.html): Add or update deployment functionality that wasn't configured during deployment creation. - [Deployment settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/index.html#deployment-settings): In-page section heading. - [Set up accuracy monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-accuracy-settings.html): Configure accuracy monitoring on a deployment's Accuracy Settings tab. - [Set up accuracy monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-accuracy-settings.html#set-up-accuracy-monitoring): In-page section heading. - [Enable target monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-accuracy-settings.html#enable-target-monitoring): In-page section heading. - [Set an association ID](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-accuracy-settings.html#set-an-association-id): In-page section heading. - [Upload actuals](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-accuracy-settings.html#upload-actuals): In-page section heading. - [Define accuracy monitoring notifications](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-accuracy-settings.html#define-accuracy-monitoring-notifications): In-page section heading. - [Configure challengers](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-challengers-settings.html): Configure deployments using the Challengers tab to store prediction request data at the row level and replay predictions on a schedule. - [Configure challengers](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-challengers-settings.html#configure-challengers): In-page section heading. - [Set up custom metrics monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-custom-metrics-settings.html): Enable custom metrics monitoring by defining the - [Set up custom metrics monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-custom-metrics-settings.html#set-up-custom-metrics-monitoring): In-page section heading. - [Define custom metric monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-custom-metrics-settings.html#define-custom-metric-monitoring-settings): In-page section heading. - [Set up data drift monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-data-drift-settings.html): Configure data drift monitoring on a deployment's Data Drift Settings tab. - [Set up data drift monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-data-drift-settings.html#set-up-data-drift-monitoring): In-page section heading. - [Customize feature drift tracking](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-data-drift-settings.html#customize-feature-drift-tracking): In-page section heading. - [Define data drift monitoring notifications](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-data-drift-settings.html#define-data-drift-monitoring-notifications): In-page section heading. - [Configure data exploration](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-data-exploration-settings.html): Enable prediction row storage for a deployment, allowing you to export the stored prediction and training data to compute and monitor custom business or performance metrics. - [Configure data exploration](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-data-exploration-settings.html#configure-data-exploration): In-page section heading. - [Set up fairness monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-fairness-settings.html): Configure fairness monitoring on a deployment's Fairness Settings tab. - [Set up fairness monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-fairness-settings.html#set-up-fairness-monitoring): In-page section heading. - [Select a fairness metric](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-fairness-settings.html#select-a-fairness-metric): In-page section heading. - [Define fairness monitoring notifications](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-fairness-settings.html#define-fairness-monitoring-notifications): In-page section heading. - [Set up humility rules](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-humility-settings.html): Configure humility rules which enable models to recognize, in real-time, when they make uncertain predictions or receive data they have not seen before. - [Set up humility rules](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-humility-settings.html#set-up-humility-rules): In-page section heading. - [Create humility rules](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-humility-settings.html#create-humility-rules): In-page section heading. - [Manage humility rules](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-humility-settings.html#manage-humility-rules): In-page section heading. - [Enable prediction warnings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-humility-settings.html#enable-prediction-warnings): In-page section heading. - [Humility rules considerations](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-humility-settings.html#humility-rules-considerations): In-page section heading. - [Configure deployment notifications](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-notification-settings.html): Enable personal notifications to trigger emails for service health, data drift, accuracy, and fairness monitoring. - [Configure deployment notifications](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-notification-settings.html#configure-deployment-notifications): In-page section heading. - [Configure monitoring definitions](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-notification-settings.html#configure-monitoring-definitions): In-page section heading. - [Create notification policies](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-notification-settings.html#create-notification-policies): In-page section heading. - [Configure predictions settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-predictions-settings.html): The Predictions Settings tab provides details about your deployment's inference (also known as scoring) data. - [Configure predictions settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-predictions-settings.html#configure-predictions-settings): In-page section heading. - [Set prediction autoscaling settings for DataRobot serverless deployments](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-predictions-settings.html#set-prediction-autoscaling-settings-for-datarobot-serverless-deployments): In-page section heading. - [Change secondary datasets for Feature Discovery](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-predictions-settings.html#change-secondary-datasets-for-feature-discovery): In-page section heading. - [Configure quota settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-quota-settings.html): For deployed models, you can access the Quota tab to edit usage limit settings. - [Configure quota settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-quota-settings.html#configure-quota-settings): In-page section heading. - [Set the default quota configuration](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-quota-settings.html#set-the-default-quota-configuration): In-page section heading. - [Set entity rate limits](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-quota-settings.html#set-entity-rate-limits): In-page section heading. - [Agent API keys](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-quota-settings.html#agent-api-keys): In-page section heading. - [Configure resource settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-resource-settings.html): For deployed custom models, you can access the Resources tab to edit resource settings when the deployment is inactive. - [Configure resource settings](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-resource-settings.html#configure-resource-settings): In-page section heading. - [Configure retraining](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-retraining-settings.html): To maintain model performance after deployment without extensive manual work, enable Automated Retraining by configuring the general retraining settings and then defining retraining policies. - [Configure retraining](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-retraining-settings.html#Configure-retraining): In-page section heading. - [Select a retraining user](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-retraining-settings.html#select-a-retraining-user): In-page section heading. - [Choose a prediction environment](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-retraining-settings.html#choose-a-prediction-environment): In-page section heading. - [Provide retraining data](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-retraining-settings.html#provide-retraining-data): In-page section heading. - [Set up service health monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-service-health-settings.html): Configure segmented analysis to access drill-down analysis of service health, data drift, and accuracy statistics by filtering them into unique segment attributes and values. - [Set up service health monitoring](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-service-health-settings.html#set-up-service-health-monitoring): In-page section heading. - [Select segments for analysis](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-service-health-settings.html#select-segments-for-analysis): In-page section heading. - [Add new segments for custom metric analysis](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-service-health-settings.html#add-new-segments-for-custom-metric-analysis): In-page section heading. - [Set up timeliness tracking](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-usage-settings.html): Configure timeliness tracking for predictions and actuals on the Usage settings tab; define the timeliness interval frequency based on the prediction timestamp and the actuals upload time separatel... - [Set up timeliness tracking](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-settings/nxt-usage-settings.html#set-up-timeliness-tracking): In-page section heading. - [Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/index.html): Work with registered models containing deployment-ready model packages as versions. - [Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/index.html#registry): In-page section heading. - [Manage custom applications](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-apps-workshop/nxt-manage-custom-app.html): Create custom applications in DataRobot to share machine learning projects using web applications like Streamlit, Dash, and Plotly. - [Manage custom applications](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-apps-workshop/nxt-manage-custom-app.html#upload-custom-applications): In-page section heading. - [Share applications](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-apps-workshop/nxt-manage-custom-app.html#share-applications): In-page section heading. - [Link to a Use Case](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-apps-workshop/nxt-manage-custom-app.html#link-to-a-use-case): In-page section heading. - [Delete an application](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-apps-workshop/nxt-manage-custom-app.html#delete-an-application): In-page section heading. - [Application sources](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-apps-workshop/nxt-manage-custom-app.html#application-sources): In-page section heading. - [Application logs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-apps-workshop/nxt-manage-custom-app.html#application-logs): In-page section heading. - [Data](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/index.html): The Data page in Registry is a centralized hub for managing datasets in NextGen, allowing you to easily find, share, explore, and reuse data. - [Data](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/index.html#data): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/index.html#feature-considerations): In-page section heading. - [Add data to Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-add-data.html): Add datasets to the Data Registry using a data connection, local file, or URL. - [Add data to Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-add-data.html#add-data-to-registry): In-page section heading. - [Data connection](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-add-data.html#data-connection): In-page section heading. - [Local file](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-add-data.html#local-file): In-page section heading. - [URL](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-add-data.html#url): In-page section heading. - [Calendars for time series](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-add-data.html#calendars-for-time-series): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-add-data.html#next-steps): In-page section heading. - [Explore registry data](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-explore-data.html): Open individual datasets to view a dataset preview, metadata, insights, as well as its version history and related assets. - [Explore registry data](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-explore-data.html#explore-registry-data): In-page section heading. - [Metadata info](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-explore-data.html#metadata-info): In-page section heading. - [Profile](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-explore-data.html#profile): In-page section heading. - [Feature lists](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-explore-data.html#feature-lists): In-page section heading. - [Version history](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-explore-data.html#version-history): In-page section heading. - [Comments](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-explore-data.html#comments): In-page section heading. - [Manage data assets](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-manage-data.html): View, share, and delete datasets from the Data Registry page. - [Manage data assets](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-manage-data.html#manage-data-assets): In-page section heading. - [Delete](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-manage-data.html#delete): In-page section heading. - [Tag](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-manage-data.html#tag): In-page section heading. - [Share datasets](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-manage-data.html#share-datasets): In-page section heading. - [Link data to a Use Case](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-data-registry/nxt-manage-data.html#link-data-to-a-use-case): In-page section heading. - [Environments](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/index.html): Set up an environment for custom models, jobs, applications, and notebooks. - [Environments](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/index.html#environments): In-page section heading. - [Add an execution environment](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-add-custom-env.html): Build a custom execution environment when a model, job, application, or notebook requires something not contained in one of DataRobot's built-in environments. - [Add an execution environment](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-add-custom-env.html#add-an-execution-environment): In-page section heading. - [Add an environment version](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-add-custom-env.html#add-an-environment-version): In-page section heading. - [View environment information](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-add-custom-env.html#view-environment-information): In-page section heading. - [Manage environments](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-add-custom-env.html#manage-environments): In-page section heading. - [Create a custom environment](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-create-custom-env.html): Build a custom environment when a custom model requires something not contained in one of DataRobot's built-in environments. - [Create a custom environment](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-create-custom-env.html#create-a-custom-environment): In-page section heading. - [Custom model environment guidelines](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-create-custom-env.html#custom-model-environment-guidelines): In-page section heading. - [Use drop-in environments](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-drop-in-envs.html): Describes DataRobot's built-in custom model environments. - [Drop-in environments](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-drop-in-envs.html#drop-in-environments): In-page section heading. - [Custom model drop-in environments](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-drop-in-envs.html#custom-model-drop-in-environments): In-page section heading. - [Custom model environment variables](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-environment-workshop/nxt-drop-in-envs.html#custom-model-environment-variables): In-page section heading. - [Jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/index.html): Create custom jobs in the jobs workshop to implement automation (for example, custom tests) for your models and deployments. - [Jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/index.html#jobs): In-page section heading. - [Create custom jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/index.html): How to create custom jobs in the jobs workshop to define tests for your models and deployments. - [Create custom jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/index.html#create-custom-jobs): In-page section heading. - [Create a generic job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-custom-job.html): How to create jobs in the jobs workshop to define tests for your models and deployments. - [Create a generic job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-custom-job.html#create-a-generic-job): In-page section heading. - [Add a new generic job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-custom-job.html#add-a-new-generic-job): In-page section heading. - [Create a generic job from a template](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-custom-job.html#create-a-generic-job-from-a-template): In-page section heading. - [Create a hosted metric job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-hosted-metric-job.html): How to add a custom job, manually or from a template, for a hosted metric, defining the metric settings and associating the metric with a deployment. - [Create a hosted metric job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-hosted-metric-job.html#create-a-hosted-metric-job): In-page section heading. - [Add a new hosted metric job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-hosted-metric-job.html#add-a-new-hosted-metric-job): In-page section heading. - [Create a hosted metric job from a template](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-hosted-metric-job.html#create-a-hosted-metric-job-from-a-template): In-page section heading. - [Create a notification job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-notification-job.html): How to add a job, manually or from a template, implementing a code-based notification policy. - [Create a notification job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-notification-job.html#create-a-notification-job): In-page section heading. - [Add a new notification job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-notification-job.html#add-a-new-notification-job): In-page section heading. - [Create a notification job from a template](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-notification-job.html#create-a-notification-job-from-a-template): In-page section heading. - [Create a retraining job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-retraining-job.html): How to add a job, manually or from a template, implementing a code-based retraining policy. - [Create a retraining job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-retraining-job.html#create-a-retraining-job): In-page section heading. - [Add a new retraining job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-retraining-job.html#add-a-new-retraining-job): In-page section heading. - [Create a retraining job from a template](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-create-jobs/nxt-create-retraining-job.html#create-a-retraining-job-from-a-template): In-page section heading. - [View and manage a custom job's environment](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-custom-job-env-version.html): Manage the custom environment defined for a custom job version and view environment information. - [View and manage a custom job's environment](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-custom-job-env-version.html#view-and-manage-a-custom-jobs-environment): In-page section heading. - [Update the environment version for a custom job version](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-custom-job-env-version.html#update-the-environment-version-for-a-custom-job-version): In-page section heading. - [View environment version information](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-custom-job-env-version.html#view-environment-version-information): In-page section heading. - [Manage key values](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-key-values-custom-jobs.html): View and manage key values for a custom job. - [Manage key values for custom jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-key-values-custom-jobs.html#manage-key-values-for-custom-jobs): In-page section heading. - [Add key values](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-key-values-custom-jobs.html#add-key-values): In-page section heading. - [Edit or delete key values](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-key-values-custom-jobs.html#edit-or-delete-key-values): In-page section heading. - [Configure job notifications](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-notify-custom-jobs.html): Configure notifications for a job, adding or defining a policy for the job. - [Configure job notifications](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-notify-custom-jobs.html#configure-job-notifications): In-page section heading. - [Use template](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-notify-custom-jobs.html#use-template): In-page section heading. - [Use template with modifications](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-notify-custom-jobs.html#use-template-with-modifications): In-page section heading. - [Create new](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-notify-custom-jobs.html#create-new): In-page section heading. - [Run and schedule jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-run-custom-jobs.html): How to run and schedule custom jobs in the jobs workshop. - [Run and schedule jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-run-custom-jobs.html#run-and-schedule-jobs): In-page section heading. - [Run and schedule jobs with standard settings](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-run-custom-jobs.html#run-and-schedule-jobs-with-standard-settings): In-page section heading. - [Run and schedule hosted metric jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-run-custom-jobs.html#run-and-schedule-hosted-metric-jobs): In-page section heading. - [View and manage job runs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-run-custom-jobs.html#view-and-manage-job-runs): In-page section heading. - [Define runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-runtime-parameters-custom-jobs.html): Add runtime parameters to a custom job, making the custom job code easier to reuse. - [Define runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-runtime-parameters-custom-jobs.html#define-runtime-parameters): In-page section heading. - [View and manage jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-view-manage-custom-jobs.html): How to view and manage custom jobs in the jobs workshop. - [View and manage jobs](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-view-manage-custom-jobs.html#view-and-manage-jobs): In-page section heading. - [View custom job info](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-view-manage-custom-jobs.html#view-custom-job-info): In-page section heading. - [Manage a custom job](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-jobs-workshop/nxt-view-manage-custom-jobs.html#manage-a-custom-job): In-page section heading. - [Models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/index.html): Manage registered models containing deployment-ready model packages as versions. - [Models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/index.html#models): In-page section heading. - [Generate compliance documentation](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-compliance-doc.html): Generate compliance documentation for a DataRobot or custom model in the NextGen Registry. - [Generate compliance documentation for a registered model version](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-compliance-doc.html#generate-compliance-documentation-for-a-registered-model-version): In-page section heading. - [Complete compliance documentation](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-compliance-doc.html#complete-compliance-documentation): In-page section heading. - [Deploy registered models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-deploy-models.html): Deploy registered model versions from the NextGen Registry. - [Deploy models from Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-deploy-models.html#deploy-models-from-registry): In-page section heading. - [Configure deployment settings](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-deploy-models.html#configure-deployment-settings): In-page section heading. - [Advanced options](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-deploy-models.html#advanced-options): In-page section heading. - [Runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-deploy-models.html#runtime-parameters): In-page section heading. - [Advanced predictions configuration](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-deploy-models.html#advanced-predictions-configuration): In-page section heading. - [Quota management](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-deploy-models.html#quota-management): In-page section heading. - [Deploy the model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-deploy-models.html#deploy-the-model): In-page section heading. - [Access global models in Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-global-models.html): Access and deploy pre-trained, global models for predictive or generative use cases. - [Access global models in Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-global-models.html#access-global-models-in-registry): In-page section heading. - [Global models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-global-models.html#global-models): In-page section heading. - [Tools for agentic workflows](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-global-models.html#tools-for-agentic-workflows): In-page section heading. - [Import and deploy with NVIDIA NIM](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-import-nvidia-ngc.html): Import, register, and deploy models with NVIDIA NIM to create an inference endpoint. Interact with inference endpoints using code or the DataRobot UI. - [Import and deploy with NVIDIA NIM](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-import-nvidia-ngc.html#import-and-deploy-with-nvidia-nim): In-page section heading. - [Import from NVIDIA GPU Cloud (NGC)](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-import-nvidia-ngc.html#import-from-nvidia-gpu-cloud-ngc): In-page section heading. - [Deploy the registered NVIDIA NIM](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-import-nvidia-ngc.html#deploy-the-registered-nvidia-nim): In-page section heading. - [Make predictions with the deployed NVIDIA NIM](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-import-nvidia-ngc.html#make-predictions-with-the-deployed-nvidia-nim): In-page section heading. - [Manage key values](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-key-values.html): View and manage key values for a registered model version in the NextGen Registry. - [Manage key values for registered model versions](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-key-values.html#manage-key-values-for-registered-model-versions): In-page section heading. - [Add key values](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-key-values.html#add-key-values): In-page section heading. - [Add key values for moderation and evaluation guard models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-key-values.html#add-key-values-for-moderation-and-evaluation-guard-models): In-page section heading. - [Customize compliance templates with key values](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-key-values.html#customize-compliance-templates-with-key-values): In-page section heading. - [Edit or delete key values](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-key-values.html#edit-or-delete-key-values): In-page section heading. - [View model insights](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-model-insights.html): Feature Impact shows which features are driving model decisions the most. It is calculated using permutation or SHAP. - [View model insights](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-model-insights.html#view-model-insights): In-page section heading. - [Register custom models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-cus-models.html): Add a custom model to the NextGen Registry. - [Register custom models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-cus-models.html#register-custom-models): In-page section heading. - [Register a model from the workshop](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-cus-models.html#register-a-model-from-the-workshop): In-page section heading. - [Register a model from Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-cus-models.html#register-a-model-from-registry): In-page section heading. - [Custom model build troubleshooting](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-cus-models.html#custom-model-build-troubleshooting): In-page section heading. - [Register DataRobot models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-dr-models.html): Add a DataRobot model to the NextGen Registry or register a model from a Workbench experiment. - [Register DataRobot models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-dr-models.html#register-datarobot-models): In-page section heading. - [Register a model from Workbench](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-dr-models.html#register-a-model-from-workbench): In-page section heading. - [Register a model from Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-dr-models.html#register-a-model-from-registry): In-page section heading. - [Register external models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-ext-models.html): Add an external model to the NextGen Registry. - [Register external models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-register-ext-models.html#register-external-models): In-page section heading. - [Import model packages into Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-registry-model-transfer.html): Export a model created with DataRobot AutoML for import as a model package (.mlpkg file) in standalone MLOps environments. - [Import model packages into Registry](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-registry-model-transfer.html#import-model-packages-into-registry): In-page section heading. - [View and manage registered models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html): View and manage registered models and registered model versions in the NextGen Registry. - [View and manage registered models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#view-and-manage-registered-models): In-page section heading. - [View registered model details](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#view-registered-model-details): In-page section heading. - [Add registered model tags](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#add-registered-model-tags): In-page section heading. - [View registered model deployments](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#view-registered-model-deployments): In-page section heading. - [Share registered models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#share-registered-models): In-page section heading. - [Delete registered models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#delete-registered-models): In-page section heading. - [Add a new version to a registered model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#add-a-new-version-to-a-registered-model): In-page section heading. - [Link a version to a Use Case](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#link-a-version-to-a-use-case): In-page section heading. - [View version details](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#view-version-details): In-page section heading. - [View asset lineage](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#view-asset-lineage): In-page section heading. - [Update registered model version stage](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#update-registered-model-version-stage): In-page section heading. - [Download a model package or Scoring Code](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#download-a-model-package-or-scoring-code): In-page section heading. - [View registered agentic workflows](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-directory/nxt-view-manage-reg-models.html#view-registered-agentic-workflows): In-page section heading. - [Workshop](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/index.html): Upload model artifacts to create, test, and deploy custom models to a centralized model management and deployment hub. - [Workshop](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/index.html#model-workshop): In-page section heading. - [Configure evaluation and moderation](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-configure-evaluation-moderation.html): How to configure evaluation and moderation guardrails for a custom text generation model in the workshop. - [Configure evaluation and moderation](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-configure-evaluation-moderation.html#configure-evaluation-and-moderation): In-page section heading. - [Select evaluation and moderation guardrails](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-configure-evaluation-moderation.html#select-evaluation-and-moderation-guardrails): In-page section heading. - [View evaluation and moderation guardrails](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-configure-evaluation-moderation.html#view-evaluation-and-moderation-guardrails): In-page section heading. - [Use NVIDIA NeMo Guardrails with DataRobot moderation](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-configure-nvidia-nim-evaluation-moderation.html): Connect NVIDIA NeMo Guardrails to deployed text generation models to guard against off-topic discussions, unsafe content, and jailbreaking attempts. - [Use NVIDIA NeMo Guardrails with DataRobot moderation](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-configure-nvidia-nim-evaluation-moderation.html#use-nvidia-nemo-guardrails-with-datarobot-moderation): In-page section heading. - [Use a deployed NIM with NVIDIA NeMo guardrails](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-configure-nvidia-nim-evaluation-moderation.html#use-a-deployed-nim-with-nvidia-nemo-guardrails): In-page section heading. - [Create custom models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html): How to create and assemble a custom model in the workshop. - [Create custom models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#create-custom-models): In-page section heading. - [Create a new custom model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#create-a-new-custom-model): In-page section heading. - [Assemble the custom model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#assemble-the-custom-model): In-page section heading. - [Configure evaluation and moderation](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#configure-evaluation-and-moderation): In-page section heading. - [Manage runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#manage-runtime-parameters): In-page section heading. - [Assign custom model datasets](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#assign-custom-model-datasets): In-page section heading. - [Configure custom model resource settings](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#configure-custom-model-resource-settings): In-page section heading. - [Assemble an anomaly detection model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#assemble-an-anomaly-detection-model): In-page section heading. - [Assemble a text generation model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#assemble-a-text-generation-model): In-page section heading. - [Assemble a vector database](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#assemble-a-vector-database): In-page section heading. - [Assemble an agentic workflow](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#assemble-an-agentic-workflow): In-page section heading. - [Register an agentic tool](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-create-custom-model.html#register-an-agentic-tool): In-page section heading. - [Add custom model versions](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-custom-model-versions.html): How to update a model's contents to create a new minor version of a model or create a new major version. - [Add custom model versions](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-custom-model-versions.html#add-custom-model-versions): In-page section heading. - [View version information](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-custom-model-versions.html#view-version-information): In-page section heading. - [View asset lineage](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-custom-model-versions.html#view-asset-lineage): In-page section heading. - [Define runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-define-custom-model-runtime-parameters.html): Add runtime parameters to a custom model, making the custom model code easier to reuse. - [Define custom model runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-define-custom-model-runtime-parameters.html#define-custom-model-runtime-parameters): In-page section heading. - [DataRobot reserved runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-define-custom-model-runtime-parameters.html#datarobot-reserved-runtime-parameters): In-page section heading. - [Define custom model metadata](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-define-custom-model-runtime-parameters.html#define-custom-model-metadata): In-page section heading. - [Provide credentials through runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-define-custom-model-runtime-parameters.html#provide-credentials-through-runtime-parameters): In-page section heading. - [Provide override values during local development](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-define-custom-model-runtime-parameters.html#provide-override-values-during-local-development): In-page section heading. - [Import and use runtime parameters in custom code](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-define-custom-model-runtime-parameters.html#import-and-use-runtime-parameters-in-custom-code): In-page section heading. - [Create custom model proxies for external models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-ext-model-proxy.html): Create custom model proxies for external models in the Workshop. - [Create custom model proxies for external models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-ext-model-proxy.html#create-custom-model-proxies-for-external-models): In-page section heading. - [Add proxy code](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-ext-model-proxy.html#add-proxy-code): In-page section heading. - [Create a proxy model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-ext-model-proxy.html#create-a-proxy-model): In-page section heading. - [Assemble a proxy model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-ext-model-proxy.html#assemble-a-proxy-model): In-page section heading. - [Deploy LLMs from the Hugging Face Hub](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html): Create and deploy open source LLMs from the Hugging Face Hub using a vLLM environment. - [Deploy LLMs from the Hugging Face Hub](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#deploy-llms-from-the-hugging-face-hub): In-page section heading. - [Prerequisites](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#prerequisites): In-page section heading. - [Create a text generation custom model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#create-a-text-generation-custom-model): In-page section heading. - [Assemble the custom LLM](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#assemble-the-custom-llm): In-page section heading. - [Configure the required runtime parameters](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#configure-the-required-runtime-parameters): In-page section heading. - [Configure the custom model resources](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#configure-the-custom-model-resources): In-page section heading. - [Deploy and run the custom LLM](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#deploy-and-run-the-custom-llm): In-page section heading. - [Use the Bolt-on Governance API with the deployed LLM](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#use-the-bolt-on-governance-api-with-a-deployed-llm): In-page section heading. - [Test locally with Docker](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-open-source-textgen-template.html#test-locally-with-docker): In-page section heading. - [Test custom models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-test-custom-model.html): How to test a custom model in the workshop. - [Test custom models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-test-custom-model.html#test-custom-models): In-page section heading. - [Testing insights](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-test-custom-model.html#testing-insights): In-page section heading. - [View and manage custom models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-custom-models.html): How to view and manage custom models in the workshop. - [View and manage custom models](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-custom-models.html#view-and-manage-custom-models): In-page section heading. - [View the custom model overview](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-custom-models.html#view-the-custom-model-overview): In-page section heading. - [Share a custom model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-custom-models.html#share-a-custom-model): In-page section heading. - [Delete a custom model](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-custom-models.html#delete-a-custom-model): In-page section heading. - [View custom agentic workflows](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-custom-models.html#view-custom-agentic-workflows): In-page section heading. - [View and manage a custom model's environment](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-model-env.html): Manage the custom model environment defined for a custom model version and view environment information. - [View and manage a custom model's environment](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-model-env.html#view-and-manage-a-custom-models-environment): In-page section heading. - [Update the environment version for a custom model version](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-model-env.html#update-the-environment-version-for-a-custom-model-version): In-page section heading. - [View environment version information](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-model-workshop/nxt-view-manage-model-env.html#view-environment-version-information): In-page section heading. - [Tools](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-tools/index.html): Work with tools in Registry. - [Tools](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-tools/index.html#tools): In-page section heading. - [Register tools](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-tools/nxt-register-tools.html): Add a tool to the NextGen Registry. - [Register tools](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-tools/nxt-register-tools.html#register-tools): In-page section heading. - [View and manage tools](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-tools/nxt-view-manage-tools.html): View and manage your organization's agentic tools. - [View and manage tools](https://docs.datarobot.com/en/docs/workbench/nxt-registry/nxt-tools/nxt-view-manage-tools.html#view-and-manage-tools): In-page section heading. - [Migrate assets](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/asset-migration.html): Learn how to migrate DataRobot assets from Classic to NextGen. - [Migrate assets](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/asset-migration.html#migrate-assets): In-page section heading. - [Migration restrictions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/asset-migration.html#migration-restrictions): In-page section heading. - [Export projects from DataRobot Classic](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/asset-migration.html#export-projects-from-dataRobot-classic): In-page section heading. - [Import projects to Workbench](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/asset-migration.html#import-projects-to-workbench): In-page section heading. - [Export notebooks from DataRobot Classic](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/asset-migration.html#export-notebooks-from-dataRobot-classic): In-page section heading. - [Import notebooks to DataRobot Workbench](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/asset-migration.html#import-notebooks-to-datarobot-workbench): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/asset-migration.html#feature-considerations): In-page section heading. - [Data connections](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/connect.html): Connect to an external data source to seamlessly browse, preview, and profile data, as well as initiate scalable data preparation for machine learning with push-down. - [Data connections](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/connect.html#data-connections): In-page section heading. - [Connect to a data source](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/connect.html#connect-to-a-data-source): In-page section heading. - [Edit a connection](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/connect.html#edit-a-connection): In-page section heading. - [Connection support for Wrangling and SQL Editor](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/connect.html#connection-support-for-wrangling-and-sql-editor): In-page section heading. - [Data Registry](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/data-registry.html): The Data Registry lists all static and snapshot datasets you currently have access to in the AI Catalog, including those uploaded from local files and data connections in Workbench. - [Data Registry](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/data-registry.html#data-registry): In-page section heading. - [Add a dataset](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/data-registry.html#add-a-dataset): In-page section heading. - [Preview a dataset](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/data-registry.html#preview-a-dataset): In-page section heading. - [Add data](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/index.html): In Workbench, you can add datasets from a local file, data connection, or the Data Registry. - [Add data](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/index.html#add-data): In-page section heading. - [Local files](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/local-file.html): Add locally-stored datasets to your Use Case in Workbench. - [Upload local files](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/local-file.html#upload-local-files): In-page section heading. - [URL](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/url.html): Add datasets to your Use Case in Workbench using a URL. - [Add data using a URL](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/url.html#uadd-data-using-a-url): In-page section heading. - [Read more](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/add-data/url.html#read-more): In-page section heading. - [Data preparation reference](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/data-faq/index.html): Reference material for data workflows in Workbench, including considerations and frequently asked questions (FAQs). - [Data preparation reference](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/data-faq/index.html#data-preparation-reference): In-page section heading. - [FAQ](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/data-faq/index.html#faq): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/data-faq/index.html#feature-considerations): In-page section heading. - [Feature lists](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/data-featurelist.html): Learn how to manage feature lists while exploring individual datasets in a Use Case. - [Feature lists](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/data-featurelist.html#feature-lists): In-page section heading. - [Exploratory Data Analysis (EDA)](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/eda-insights.html): Learn about the insights available after DataRobot runs exploratory data analysis (EDA) on individual datasets. - [EDA insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/eda-insights.html#eda-insights): In-page section heading. - [EDA1](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/eda-insights.html#eda1): In-page section heading. - [Access insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/eda-insights.html#access-insights): In-page section heading. - [Data Quality Assessment](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/eda-insights.html#data-quality-assessment): In-page section heading. - [Explore data](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/index.html): The Data assets tile lists each dataset that has been added to your Use Case and provides the ability interact with those datasets, by exploring features, managing feature lists, wrangling data, or... - [Explore data](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/index.html#explore-data): In-page section heading. - [Data explore tiles](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/index.html#data-explore-tiles): In-page section heading. - [Dataset versioning](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/index.html#dataset-versioning): In-page section heading. - [Data actions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/index.html#data-actions): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/explore-data/index.html#next-steps): In-page section heading. - [Data preparation](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/index.html): How to add, profile, and wrangle data in Workbench. - [Data preparation](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/index.html#data-preparation): In-page section heading. - [Feature Discovery](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html): Set up and run Feature Discovery when working with multiple datasets in Workbench. - [Feature Discovery](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#feature-discovery): In-page section heading. - [Open Feature Discovery](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#open-feature-discovery): In-page section heading. - [Configure primary dataset settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#configure-primary-dataset-settings): In-page section heading. - [Add secondary datasets](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#add-secondary-datasets): In-page section heading. - [Add relationships](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#add-relationships): In-page section heading. - [Configure secondary dataset settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#configure-secondary-dataset-settings): In-page section heading. - [Automatically generate relationships](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#automatically-generate-relationships): In-page section heading. - [Review relationship configurations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#review-relationship-configurations): In-page section heading. - [Configure Feature Discovery controls](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#configure-feature-discovery-controls): In-page section heading. - [Start modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#start-modeling): In-page section heading. - [Download recipe SQL](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/perform-safer.html#download-recipe-sql): In-page section heading. - [Transform features](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/transform-features.html): Perform manual transformations on features in your dataset from either the data explore page or an experiment. - [Transform features](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/transform-features.html#transform-features): In-page section heading. - [Variable type transformations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/transform-features.html#variable-type-transformations): In-page section heading. - [Availability in NextGen](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/transform-features.html#availability-in-nextgen): In-page section heading. - [Transform a feature](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/transform-features.html#transform-a-feature): In-page section heading. - [Add wrangling operations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/add-operation.html): Add transformations that will be applied to the source data to prepare it for modeling. - [Add operations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/add-operation.html#add-operations): In-page section heading. - [Operation actions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/add-operation.html#operation-actions): In-page section heading. - [Read more](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/add-operation.html#read-more): In-page section heading. - [Build a wrangling recipe](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/build-recipe.html): Configure and analyze samples in preparation for data wrangling. - [Interact with the live sample](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/build-recipe.html#interact-with-the-live-sample): In-page section heading. - [Modify wrangling settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/build-recipe.html#modify-wrangling-settings): In-page section heading. - [Analyze the live sample](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/build-recipe.html#analyze-the-live-sample): In-page section heading. - [Read more](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/build-recipe.html#read-more): In-page section heading. - [Wrangler](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/index.html): Add operations that apply transformations to a random sample from an external source data. - [Wrangler](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/index.html#wrangler): In-page section heading. - [Time-aware wrangling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html): Manually or automatically create a derivation plan for time series data. - [Time-aware data wrangling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#time-series-data-wrangling): In-page section heading. - [Basic workflow](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#basic-workflow): In-page section heading. - [Set the sampling method](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#set-the-sampling-method): In-page section heading. - [Add operations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#add-operations): In-page section heading. - [Derive time series features](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#derive-time-series-features): In-page section heading. - [Lag features](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#lag-features): In-page section heading. - [Derive rolling statistics](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#derive-rolling-statistics): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#feature-considerations): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/build-recipe/ts-wrangling.html#next-steps): In-page section heading. - [Prepare data](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/index.html): Apply transformations to a external source data, a Snowflake dataset for example, creating a recipe that can then be published to generate a new output dataset. - [Prepare data](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/index.html#prepare-data): In-page section heading. - [Publish a recipe](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/pub-recipe.html): Publish a recipe to push down transformations to your data source and generate an output dataset. - [Publish a recipe](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/pub-recipe.html#publish-a-recipe): In-page section heading. - [Publish to your data source](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/pub-recipe.html#publish-to-your-data-source): In-page section heading. - [Configure downsampling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/pub-recipe.html#configure-downsampling): In-page section heading. - [Configure smart downsampling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/pub-recipe.html#configure-smart-downsampling): In-page section heading. - [Publishing re-wrangled datasets](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/pub-recipe.html#publishing-re-wrangled-datasets): In-page section heading. - [Read more](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/pub-recipe.html#read-more): In-page section heading. - [SQL Editor](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/sql-editor.html): Use the SQL Editor in Workbench to enrich, transform, shape, and blend your data using SQL. - [SQL Editor](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/sql-editor.html#sql-editor): In-page section heading. - [Add data inputs](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/sql-editor.html#add-data-inputs): In-page section heading. - [Create a query](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/sql-editor.html#create-a-query): In-page section heading. - [Preview results](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/sql-editor.html#preview-results): In-page section heading. - [Publish](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/dataprep/wrangle-data/sql-editor.html#publish): In-page section heading. - [Non-time experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/index.html): Set basic and advanced options for creating predictive experiments; iterate quickly to evaluate and select the best predictive models. - [Non-time experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/index.html#non-time-experiments): In-page section heading. - [Advanced experiment setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-adv-experiment.html): Describes how to create and manage experiments in the DataRobot Workbench interface. - [Advanced experiment setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-adv-experiment.html#advanced-experiment-setup): In-page section heading. - [Data partitioning tab](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-adv-experiment.html#data-partitioning-tab): In-page section heading. - [Configure incremental learning](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-adv-experiment.html#configure-incremental-learning): In-page section heading. - [Configure additional settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-adv-experiment.html#configure-additional-settings): In-page section heading. - [Change the configuration](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-adv-experiment.html#change-the-configuration): In-page section heading. - [Supervised predictive modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-basic-experiment.html): Specify a target to build models using the other features of your dataset to make predictions. - [Supervised predictive modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-basic-experiment.html#supervised-predictive-modeling): In-page section heading. - [Basic experiment setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-basic-experiment.html#basic-experiment-setup): In-page section heading. - [Start modeling setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-basic-experiment.html#start-modeling-setup): In-page section heading. - [Customize basic settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-basic-experiment.html#customize-basic-settings): In-page section heading. - [Set additional automation](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-basic-experiment.html#set-additional-automation): In-page section heading. - [Start modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-basic-experiment.html#start-modeling): In-page section heading. - [Unsupervised predictive modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-unsupervised.html): Set the learning type to clustering or anomaly detection for unsupervised learning in predictive experiments. - [Unsupervised predictive modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-unsupervised.html#unsupervised-predictive-modeling): In-page section heading. - [Basic experiment setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-unsupervised.html#basic-experiment-setup): In-page section heading. - [Start modeling setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-unsupervised.html#start-modeling-setup): In-page section heading. - [Clustering](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-unsupervised.html#clustering): In-page section heading. - [Anomaly detection](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-unsupervised.html#anomaly-detection): In-page section heading. - [Unsupervised insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-unsupervised.html#unsupervised-insights): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-predictive/ml-unsupervised.html#feature-considerations): In-page section heading. - [Time-aware experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/index.html): Set basic and advanced options for creating time-aware experiments; iterate quickly to evaluate and select the best forecasting models. - [Time-aware experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/index.html#time-aware-experiments): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/index.html#feature-considerations): In-page section heading. - [Time-aware basic modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-create-basic.html): Describes the basic set up of time-aware experiments, which can then be used for predictions and forecasts, with or without feature engineering applied. - [Time-aware basic modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-create-basic.html#time-aware-basic-modeling): In-page section heading. - [Basic experiment setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-create-basic.html#basic-experiment-setup): In-page section heading. - [Start modeling setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-create-basic.html#start-modeling-setup): In-page section heading. - [Customize basic settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-create-basic.html#customize-basic-settings): In-page section heading. - [Set additional automation](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-create-basic.html#set-additional-automation): In-page section heading. - [Time-aware predictions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-datetime.html): Describes how to create and manage time-aware experiments in the DataRobot Workbench interface. - [Time-aware predictions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-datetime.html#time-aware-predictions): In-page section heading. - [When to use](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-datetime.html#when-to-use): In-page section heading. - [How to use](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-datetime.html#how-to-use): In-page section heading. - [Enable time-aware modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-datetime.html#enable-time-aware-modeling): In-page section heading. - [What's next?](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-datetime.html#whats-next): In-page section heading. - [Time series forecasting](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-forecasting.html): Describes how to create and manage time series experiments using the full feature transformation process. - [Time series forecasting](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-forecasting.html#time-series-forecasting): In-page section heading. - [When to use](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-forecasting.html#when-to-use): In-page section heading. - [How to use](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-forecasting.html#how-to-use): In-page section heading. - [Enable time series modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-forecasting.html#enable-time-series-modeling): In-page section heading. - [What's next?](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-forecasting.html#whats-next): In-page section heading. - [Predictions with feature transformations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-pred-transforms.html): Describes how to create and manage time-aware experiments for large datasets using time-aware wrangling. - [Predictions with feature transformations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-pred-transforms.html#predictions-with-feature-transformations): In-page section heading. - [When to use](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-pred-transforms.html#when-to-use): In-page section heading. - [How to use](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-pred-transforms.html#how-to-use): In-page section heading. - [Enable time-aware predictions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-pred-transforms.html#enable-time-aware-predictions): In-page section heading. - [Disable feature engineering](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-pred-transforms.html#disable-feature-engineering): In-page section heading. - [Set modeling parameters](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-pred-transforms.html#set-modeling-parameters): In-page section heading. - [Unsupervised time-aware modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-unsupervised.html): Set the learning type to clustering or anomaly detection for unsupervised learning in date/time partitioned experiments. - [Unsupervised time-aware modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-unsupervised.html#unsupervised-time-aware-modeling): In-page section heading. - [Basic experiment setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-unsupervised.html#basic-experiment-setup): In-page section heading. - [Start modeling setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-unsupervised.html#start-modeling-setup): In-page section heading. - [Clustering](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-unsupervised.html#clustering): In-page section heading. - [Anomaly detection](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-unsupervised.html#anomaly-detection): In-page section heading. - [Unsupervised insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-unsupervised.html#unsupervised-insights): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/create-time-aware/ts-unsupervised.html#feature-considerations): In-page section heading. - [Create experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/index.html): Create predictive, not forecasting, experiments and iterate quickly to evaluate and select the best predictive models. - [Create experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/create-experiments/index.html#create-experiments): In-page section heading. - [Accuracy Over Space](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/acc-over-space.html): Reveals spatial patterns in prediction errors and visualizes prediction errors across data partitions on a DataRobot map visualization. - [Accuracy Over Space](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/acc-over-space.html#accuracy-over-space): In-page section heading. - [Map visualizations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/acc-over-space.html#map-visualizations): In-page section heading. - [Visualization settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/acc-over-space.html#visualization-settings): In-page section heading. - [Anomaly Assessment](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-assessment.html): Anomaly Assessment plots data for the selected backtest and provides, below the visualization, SHAP explanations for up to 500 anomalous points. - [Anomaly Assessment](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-assessment.html#anomaly-assessment): In-page section heading. - [Anomaly Assessment chart](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-assessment.html#anomaly-assessment-chart): In-page section heading. - [Anomaly Over Space](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-over-space.html): Maps anomaly scores based on a dataset's location features. - [Anomaly Over Space](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-over-space.html#anomaly-over-space): In-page section heading. - [Map visualizations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-over-space.html#map-visualizations): In-page section heading. - [Visualization settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-over-space.html#visualization-settings): In-page section heading. - [Anomaly Over Time](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-over-time.html): Anomaly Over Time helps to understand when anomalies occur across the timeline of your data. - [Anomaly Over Time](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/anom-over-time.html#anomaly-over-time): In-page section heading. - [Accuracy Over Time](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/aot.html): How to use the Accuracy Over Time tab, which becomes available when you specify date/time partitioning, to visualize how predictions change over time. - [Accuracy Over Time](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/aot.html#accuracy-over-time): In-page section heading. - [Attention Maps](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/attention-map.html): Highlights regions of an image according to its importance to a model's prediction, highlighting areas of high and low attention. - [Attention Maps](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/attention-map.html#attention-maps): In-page section heading. - [Filters](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/attention-map.html#filters): In-page section heading. - [Color overlay](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/attention-map.html#color-overlay): In-page section heading. - [Cluster Insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/cluster-insights.html): Learn how the Cluster Insights visualization in Workbench helps you to understand the natural groupings in your data for predictive experiments. - [Cluster Insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/cluster-insights.html#cluster-insights): In-page section heading. - [Visualization controls](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/cluster-insights.html#visualization-controls): In-page section heading. - [Clusters and features](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/cluster-insights.html#clusters-and-features): In-page section heading. - [Coefficients](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/coefficients.html): How to use the Coefficients tab, which shows the positive or negative impact of important variables, to help you refine and optimize your models. - [Coefficients](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/coefficients.html#coefficients): In-page section heading. - [Compliance documentation](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/compliance-report.html): Steps to generate the Model Compliance Document. - [Compliance documentation](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/compliance-report.html#compliance-documentation): In-page section heading. - [Model compliance report](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/compliance-report.html#model-compliance-report): In-page section heading. - [Confusion Matrix](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/confusion-matrix.html): Provides in-depth detail about the DataRobot multiclass confusion matrix options. - [Confusion Matrix](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/confusion-matrix.html#confusion-matrix): In-page section heading. - [Downloads](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/downloads.html): Understand how to use the Downloads tab to export models for transfer and download exportable charts. - [Downloads](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/downloads.html#downloads): In-page section heading. - [Download charts](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/downloads.html#download-charts): In-page section heading. - [Download RuleFit code](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/downloads.html#download-rulefit-code): In-page section heading. - [Download the MLOps package (Self-Managed)](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/downloads.html#download-the-mlops-package): In-page section heading. - [Eureqa Models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/eureqa.html): The Eureqa Models tab lets you inspect and compare the best models generated from a Eureqa blueprint, to balance predictive accuracy against complexity. - [Eureqa Models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/eureqa.html#eureqa-models): In-page section heading. - [Benefits of Eureqa models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/eureqa.html#benefits-of-eureqa-models): In-page section heading. - [Build a Eureqa model](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/eureqa.html#build-a-eureqa-model): In-page section heading. - [Eureqa Models tab](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/eureqa.html#eureqa-models-tab): In-page section heading. - [Export model parameters](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/eureqa.html#export-model-parameters): In-page section heading. - [Eureqa reference](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/eureqa.html#eureqa-reference): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/eureqa.html#feature-considerations): In-page section heading. - [Forecasting Accuracy](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/fcast-accuracy.html): The Forecasting Accuracy tab in Workbench provides a visual indicator of how well a model predicts at each forecast distance in the project's forecast window. - [Forecasting Accuracy](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/fcast-accuracy.html#forecasting-accuracy): In-page section heading. - [Forecast vs Actual](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/fcast-v-actual.html): How to use Forecast vs Actual, which allows you to compare how different predictions behave from different forecast points to different times in the future. - [Forecast vs Actual](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/fcast-v-actual.html#forecast-vs-actual): In-page section heading. - [Feature Effects](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-effects.html): Feature Effects (with partial dependence) conveys how changes to the value of each feature change model predictions. - [Feature Effects](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-effects.html#feature-effects): In-page section heading. - [Feature Impact](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html): Feature Impact shows which features are driving model decisions the most. It is rendered using permutation or SHAP. - [Feature Impact](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html#feature-impact): In-page section heading. - [Select a data slice](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html#select-a-data-slice): In-page section heading. - [Select a compute method](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html#select-a-compute-method): In-page section heading. - [Quick-compute](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html#quick-compute): In-page section heading. - [Create a feature list](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html#create-a-feature-list): In-page section heading. - [Get API code](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html#get-api-code): In-page section heading. - [Feature Impact deep dive](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html#feature-impact-deep-dive): In-page section heading. - [Feature Impact considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/feature-impact.html#feature-impact-considerations): In-page section heading. - [Hyperparameter Tuning](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/hyperparam-tuning.html): Manually set model hyperparameters, overriding the DataRobot selections for a model, and create a named “tune.” In some cases, by experimenting with hyperparameter settings you can improve model pe... - [Hyperparameter Tuning](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/hyperparam-tuning.html#hyperparameter-tuning): In-page section heading. - [Create a tuned model](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/hyperparam-tuning.html#create-a-tuned-model): In-page section heading. - [Evaluate child models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/hyperparam-tuning.html#evaluate-child-models): In-page section heading. - [Image Embeddings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/image-embeddings.html): Shows projections of images in two dimensions to see visual similarity between a subset of images and help identify outliers. - [Image Embeddings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/image-embeddings.html#image-embeddings): In-page section heading. - [Filtering](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/image-embeddings.html#filtering): In-page section heading. - [Interpret the display](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/image-embeddings.html#interpret-the-display): In-page section heading. - [Model Iterations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/incremental.html): View the insight that compares the accuracy of trained iterations and, optionally, change the active iteration. - [Model Iterations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/incremental.html#model-iterations): In-page section heading. - [Iteration learning curve](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/incremental.html#iteration-learning-curve): In-page section heading. - [Available actions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/incremental.html#available-actions): In-page section heading. - [Understand the table](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/incremental.html#understand-the-table): In-page section heading. - [Evaluate models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/index.html): Describes how to use the visualization tools to evaluate predictive models in the DataRobot Workbench interface. - [Evaluate models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/index.html#evaluate-models): In-page section heading. - [Available insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/index.html#available-insights): In-page section heading. - [Lift Chart](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/lift-chart.html): The Lift Chart depicts how well a model segments the target population and how capable it is of predicting the target, to show the model's effectiveness. - [Lift Chart](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/lift-chart.html#lift-chart): In-page section heading. - [Change the display](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/lift-chart.html#change-the-display): In-page section heading. - [Drill into the data](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/lift-chart.html#drill-into-the-data): In-page section heading. - [Lift Chart with multiclass projects](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/lift-chart.html#lift-chart-with-multiclass-projects): In-page section heading. - [Lift Chart binning](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/lift-chart.html#lift-chart-binning): In-page section heading. - [Exposure and weight details](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/lift-chart.html#exposure-and-weight-details): In-page section heading. - [Log](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/log.html): How to display the model log, which shows the status of successful operations with green INFO tags and errors marked with red ERROR tags. - [Log](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/log.html#log): In-page section heading. - [Metric Scores](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/metric-scores.html): Review a model’s performance for all supported metrics. - [Metric Scores](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/metric-scores.html#metric-scores): In-page section heading. - [Blueprint](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/model-blueprint.html): How to use blueprints, which show the high-level end-to-end procedure for fitting the model, including preprocessing steps, algorithms, and post-processing. - [Blueprint](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/model-blueprint.html#blueprint): In-page section heading. - [Model Info](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/model-info.html): To view the Model Info tab, click a model on the Leaderboard, then click Model Info. The tab’s tiles report general model and performance information. - [Model Info](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/model-info.html#model-info): In-page section heading. - [Multilabel Per-Label Metrics](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/multilabel.html): Per-Label Metrics summarize performance across one, several, or zero different label values of the prediction threshold. - [Multilabel: Per-Label Metrics](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/multilabel.html#multilabel:-per-label-metrics): In-page section heading. - [Overview](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/multilabel.html#overview): In-page section heading. - [Neural Network Visualizer](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/neural-net.html): Provides a visual breakdown of each layer in the model's neural network. - [Neural Network Visualizer](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/neural-net.html#neural-network-visualizer): In-page section heading. - [Period Accuracy](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/period-accuracy.html): Period Accuracy provides the ability to compute error metric values for specific periods of the backtest validation source. - [Period Accuracy](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/period-accuracy.html#period-accuracy): In-page section heading. - [Rating Tables](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rating-tables.html): How to display a model’s Rating Table tab and export the model's validated parameters. Validation ensures correct parameters and reproducible results. - [Rating Tables](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rating-tables.html#rating-tables): In-page section heading. - [Create a child model](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rating-tables.html#create-a-child-model): In-page section heading. - [Parent model view](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rating-tables.html#parent-model-view): In-page section heading. - [Child model view](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rating-tables.html#child-model-view): In-page section heading. - [Rating table validation](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rating-tables.html#rating-table-validation): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rating-tables.html#feature-considerations): In-page section heading. - [Related Assets](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rel-assets.html): Lists the applications, registered models, and deployments associated with the selected model. - [Related Assets](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/rel-assets.html#related-assets): In-page section heading. - [Residuals](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/residuals.html): The Residuals tab helps you understand the predictive performance and validity of a regression model by letting you gauge how linearly your model scales. - [Residuals](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/residuals.html#residuals): In-page section heading. - [Interpret plots and graphs](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/residuals.html#interpret-plots-and-graphs): In-page section heading. - [ROC Curve](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/roc-curve.html): The ROC Curve tools help you explore classification, performance, and statistics related to a selected model at any point on the probability scale. - [ROC Curve](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/roc-curve.html#roc-curve): In-page section heading. - [Series Insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/series-insights.html): Available for clustering projects, the Series Insights tab provides series clustering information in both charted and tabular format. - [Series Insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/series-insights.html#series-insights): In-page section heading. - [SHAP Distributions Per Feature](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-distribution.html): Provides feature-by-feature detail about Individual Prediction Explanations, representing a probability distribution. - [SHAP Distributions: Per Feature](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-distribution.html#shap-distributions-per-feature): In-page section heading. - [Visualization overview](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-distribution.html#visualization-overview): In-page section heading. - [Insight filters](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-distribution.html#insight-filters): In-page section heading. - [Deep dive: Interpret SHAP distributions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-distribution.html#deep-dive-interpret-shap-distributions): In-page section heading. - [Individual Prediction Explanations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html): Provides row-by-row detail about Individual Prediction Explanations, a visualization based on SHAP. - [Individual Prediction Explanations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html#individual-prediction-explanations): In-page section heading. - [SHAP-based explanations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html#shap-based-explanations): In-page section heading. - [Insight filters](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html#insight-filters): In-page section heading. - [Set the data source](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html#set-the-data-source): In-page section heading. - [Download explanations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html#download-explanations): In-page section heading. - [Predictions to sample](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html##predictions-to-sample): In-page section heading. - [Set prediction range](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html#set-prediction-range): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/shap-predex.html#feature-considerations): In-page section heading. - [Stability](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/stability.html): The Stability tab provides an at-a-glance summary of how well a model performs on different backtests, to understand whether a model is consistent across time. - [Stability](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/stability.html#stability): In-page section heading. - [Word Cloud](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/word-cloud.html): Word Cloud displays the most relevant words and short phrases in word cloud format. - [Word Cloud](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/word-cloud.html#word-cloud): In-page section heading. - [Individual Prediction Explanations (XEMP)](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/xemp-predex.html): Provides row-by-row detail about Individual Prediction Explanations based on XEMP, a proprietary DataRobot method. - [Individual Prediction Explanations (XEMP)](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/xemp-predex.html#individual-prediction-explanations-xemp): In-page section heading. - [XEMP-based explanations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/experiment-insights/xemp-predex.html#xemp-based-explanations): In-page section heading. - [Predictive experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/index.html): Create machine learning and time series experiments and iterate quickly to evaluate and select the best predictive and forecasting models. - [Predictive experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/index.html#predictive-experiments): In-page section heading. - [Make predictions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/make-predictions.html): After you create an experiment and train models, you can provide scoring data, make predictions, and download the results. - [Make predictions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/make-predictions.html#make-predictions): In-page section heading. - [Set time series options](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/make-predictions.html#set-time-series-options): In-page section heading. - [Set prediction options](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/make-predictions.html#set-prediction-options): In-page section heading. - [Compute and download predictions](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/make-predictions.html#compute-and-download-predictions): In-page section heading. - [Blueprint repository](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/blueprint-repo.html): Describes the blueprint repository, a library of the modeling blueprints available for a selected experiment. - [Blueprint repository](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/blueprint-repo.html#blueprint-repository): In-page section heading. - [Compare models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/compare-models.html): Describes how to select models from multiple experiments within a Use Case and compare them with DataRobot's visualization tools. - [Compare models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/compare-models.html#compare-models): In-page section heading. - [Model comparison display](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/compare-models.html#model-comparison-display): In-page section heading. - [Set up filtering](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/compare-models.html#set-up-filtering): In-page section heading. - [Leaderboard results](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/compare-models.html#leaderboard-results): In-page section heading. - [Model lineage](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/compare-models.html#model-lineage): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/compare-models.html#feature-considerations): In-page section heading. - [Experiment setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/exp-setup.html): Displays the Experiment setup page, which reports the parameters used to build the models on the Leaderboard. - [Experiment setup](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/exp-setup.html#experiment-setup): In-page section heading. - [Manage experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/exp-setup.html#manage-experiments): In-page section heading. - [Add/retrain models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-add.html): Describes how to retrain Leaderboard models or add new models from the blueprint repository. - [Add/retrain models](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-add.html#add-retrain-models): In-page section heading. - [Rerun modeling](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-add.html#rerun-modeling): In-page section heading. - [Train on new settings](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-add.html#train-on-new-settings): In-page section heading. - [Add models from the repository](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-add.html#add-models-from): In-page section heading. - [Edit (composable) blueprints](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-cml.html): Describes how to build custom blueprints using built-in tasks and custom Python/R code. - [Edit (composable) blueprints](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-cml.html#edit-composable-blueprints): In-page section heading. - [Edit a blueprint](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-cml.html#edit-a-blueprint): In-page section heading. - [Train the new blueprint](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-cml.html#train-the-new-blueprint): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-cml.html#feature-considerations): In-page section heading. - [Analyze data insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-data.html): Describes the tiles available, after modeling, that provide insights into the modeling data. - [Analyze data insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-data.html#analyze-data-insights): In-page section heading. - [Data preview tile](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-data.html#data-preview-tile): In-page section heading. - [Features tile](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-data.html#features-tile): In-page section heading. - [Feature lists tile](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-data.html#feature-lists-tile): In-page section heading. - [Data insights tile](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-data.html#data-insights-tile): In-page section heading. - [Available insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-data.html#available-insights): In-page section heading. - [Experiment insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-insights-tile.html): Accesses insights that provide contextual information for the model, such as speed vs accuracy and learning curves. - [Experiment insights](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-insights-tile.html#experiment-insights): In-page section heading. - [Learning Curves](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-insights-tile.html#learning-curves): In-page section heading. - [Speed vs Accuracy](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/experiment-insights-tile.html#speed-vs-accuracy): In-page section heading. - [Manage experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/index.html): Provides access to the data insights and the model Leaderboard where you can evaluate forecasting e models. - [Manage experiments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/index.html#manage-experiments): In-page section heading. - [Model Leaderboard](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/leaderboard.html): Describes how to navigate and filter the Leaderboard. - [Model Leaderboard](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/leaderboard.html#model-leaderboard): In-page section heading. - [Model list](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/leaderboard.html#model-list): In-page section heading. - [Model list display](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/leaderboard.html#model-list-display): In-page section heading. - [Model Overview](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/leaderboard.html#model-overview): In-page section heading. - [Experiment tools](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/manage-experiments/leaderboard.html#experiment-tools): In-page section heading. - [Create an application](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-create.html): Create AI-powered apps from an experiment in Workbench. - [Create an application](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-create.html#create-an-application): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-create.html#next-steps): In-page section heading. - [Edit and use applications](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html): Configure, share, and present AI-powered apps in Workbench. - [Edit and use applications](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html#edit-and-use-applications): In-page section heading. - [Change themes](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html#change-themes): In-page section heading. - [Upload a custom logo](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html#upload-a-custom-logo): In-page section heading. - [Add sections](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html#add-sections): In-page section heading. - [Reorder sections](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html#reorder-sections): In-page section heading. - [Customize visualizations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html#customize-visualizations): In-page section heading. - [Application folders](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html#application-folders): In-page section heading. - [Share](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-edit.html#share): In-page section heading. - [Manage applications](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-manage.html): Manage apps from the Applications tab in a Workbench Use Case. - [Manage applications](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-manage.html#manage-applications): In-page section heading. - [Next steps](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-manage.html#next-steps): In-page section heading. - [Application reference](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-ref.html): Reference material for applications in Workbench, including considerations and frequently asked questions (FAQs). - [Application reference](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-ref.html#application-reference): In-page section heading. - [FAQ](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-ref.html#faq): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/app-ref.html#feature-considerations): In-page section heading. - [No-code applications](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/index.html): Create and configure AI-powered applications using a no-code interface to enable core DataRobot services. - [No-code applications](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/experiments/no-code-apps/index.html#no-code-applications): In-page section heading. - [Workbench](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/index.html): Understand the components of the DataRobot Workbench user interface. - [Workbench](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/index.html#workbench): In-page section heading. - [Assess risk](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/assess-risk.html): Identify potential risks to your Use Case, and then how you plan to address and mitigate those risks using DataRobot risk management tools. - [Assess risk](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/assess-risk.html#assess-risk): In-page section heading. - [Add a risk assessment](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/assess-risk.html#add-a-risk-assessment): In-page section heading. - [Governance policy templates](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/assess-risk.html#governance-policy-templates): In-page section heading. - [Manage a Use Case](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/build-usecase.html): Learn how to build and share a Use Case in Workbench and investigate its assets. - [Manage a Use Case](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/build-usecase.html#manage-a-use-case): In-page section heading. - [Manage members](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/build-usecase.html#manage-members): In-page section heading. - [Comments](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/build-usecase.html#comments): In-page section heading. - [Delete a Use Case](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/build-usecase.html#delete-a-use-case): In-page section heading. - [Use Cases](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/index.html): Describes creating a Use Case in Workbench and navigating the directory and assets. - [Use Cases](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/index.html#use-cases): In-page section heading. - [Track value](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/track-value.html): Measure success by defining the value you expect to get from your Use Case and tracking the actual value you receive in real time. - [Track value](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/track-value.html#track-value): In-page section heading. - [Planning](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/track-value.html#planning): In-page section heading. - [Prioritization assessment](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/track-value.html#prioritization-assessment): In-page section heading. - [Potential value estimation](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/track-value.html#potential-value-estimation): In-page section heading. - [Use Case overview](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/usecase-overview.html): Learn about the folder-like containers inside of DataRobot Workbench that allow you to group everything related to solving a specific business problem - [Use Case overview](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/usecase-overview.html#use-case-overview): In-page section heading. - [Create a Use Case](https://docs.datarobot.com/en/docs/workbench/nxt-workbench/usecases/usecase-overview.html#create-a-use-case): In-page section heading. - [Convert notebooks to codespaces](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/convert-cs.html): Learn about the options available for converting standalone notebooks into codespaces. - [Convert notebooks to codespaces](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/convert-cs.html#convert-notebooks-to-codespaces): In-page section heading. - [Add a codespace](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/create-cs.html): Learn how to create a Codespace to store notebooks and associated files. - [Add a codespace](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/create-cs.html#add-a-codespace): In-page section heading. - [Codespaces](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/index.html): Read preliminary documentation for DataRobot's Codespace feature currently in the DataRobot preview pipeline. - [Codespaces](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/index.html#codespaces): In-page section heading. - [Capabilities overview](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/index.html#capabilities-overview): In-page section heading. - [Limits](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/index.html#limits): In-page section heading. - [Codespace scheduling](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/schedule-cs.html): Learn about the options available for codespace scheduling. - [Codespace scheduling](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/schedule-cs.html#codespace-scheduling): In-page section heading. - [Codespace sessions](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/session-cs.html): Learn how to run and manage a DataRobot codespace session. - [Codespace sessions](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/session-cs.html#codespace-sessions): In-page section heading. - [Start a codespace session](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/session-cs.html#start-a-codespace-session): In-page section heading. - [Add files to a codespace](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/session-cs.html#add-files-to-a-codespace): In-page section heading. - [Manage files](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/session-cs.html#manage-files): In-page section heading. - [Use Git with codespaces](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/session-cs.html#use-git-with-codespaces): In-page section heading. - [Persistent dependency installations](https://docs.datarobot.com/en/docs/workbench/wb-notebook/codespaces/session-cs.html#persistent-dependency-installations): In-page section heading. - [DataRobot Notebooks](https://docs.datarobot.com/en/docs/workbench/wb-notebook/index.html): Read documentation for DataRobot Notebook features. - [DataRobot Notebooks](https://docs.datarobot.com/en/docs/workbench/wb-notebook/index.html#datarobot-notebooks): In-page section heading. - [Browser compatibility](https://docs.datarobot.com/en/docs/workbench/wb-notebook/index.html#browser-compatibility): In-page section heading. - [Notebook FAQ](https://docs.datarobot.com/en/docs/workbench/wb-notebook/notebook-faq.html): Answers questions and provides tips for working with DataRobot Notebooks in Workbench. - [Notebook FAQ](https://docs.datarobot.com/en/docs/workbench/wb-notebook/notebook-faq.html#notebook-faq): In-page section heading. - [Feature considerations](https://docs.datarobot.com/en/docs/workbench/wb-notebook/notebook-faq.html#feature-considerations): In-page section heading. - [Notebook coding experience](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/index.html): Learn about the coding experience in DataRobot Notebooks. - [Notebook coding experience](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/index.html#notebook-coding-features): In-page section heading. - [Cell actions](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-action-nb.html): Describes the various actions available to control notebook cells. - [Cell actions](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-action-nb.html#cell-actions): In-page section heading. - [Modal editor](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-action-nb.html#modal-editor): In-page section heading. - [Keyboard shortcuts](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-action-nb.html#keyboard-shortcuts): In-page section heading. - [Create and execute cells](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-cell-nb.html): Describes how to create and execute cells in DataRobot Notebooks. - [Create and execute cells](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-cell-nb.html#create-and-execute-cells): In-page section heading. - [Code intelligence](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-code-int.html): Describes the code intelligence capabilities available for code cells in DataRobot Notebooks. - [Code intelligence](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-code-int.html#code-intelligence): In-page section heading. - [Environment management](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-env-nb.html): Describes the environment management capabilities of the DataRobot Notebook platform. - [Environment management](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-env-nb.html#environment-management): In-page section heading. - [Manage the notebook environment](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-env-nb.html#manage-the-notebook-environment): In-page section heading. - [Custom environment images](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-env-nb.html#custom-environment-images): In-page section heading. - [Built-in environment images](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-env-nb.html#built-in-environment-images): In-page section heading. - [Environment variables](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-env-nb.html#environment-variables): In-page section heading. - [Edit existing variables](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-env-nb.html#edit-existing-variables): In-page section heading. - [Azure OpenAI Service integration](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-openai-nb.html): Use Azure's OpenAI assistant to generate code in DataRobot Notebooks. - [Azure OpenAI Service integration](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-openai-nb.html#azure-openai-service-integration): In-page section heading. - [Use the Code Assistant](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-openai-nb.html#use-the-code-assistant): In-page section heading. - [Notebook terminals](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-terminal-nb.html): Describes the terminal integration available for DataRobot Notebooks. - [Notebook terminals](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-terminal-nb.html#notebook-terminals): In-page section heading. - [Create a terminal window](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-code-nb/wb-terminal-nb.html#create-a-terminal-window): In-page section heading. - [Manage notebooks](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/index.html): Learn how to create, configure, and manage DataRobot Notebooks. - [Manage notebooks](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/index.html#manage-notebooks): In-page section heading. - [Add notebooks](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/wb-create-nb.html): Learn how to create new DataRobot notebooks, import existing notebooks, and export notebooks as .ipynb files. - [Add notebooks](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/wb-create-nb.html#add-notebooks): In-page section heading. - [Notebook versioning](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/wb-revise-nb.html): Learn how to maintain versions of DataRobot Notebooks. - [Notebook versioning](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/wb-revise-nb.html#notebook-versioning): In-page section heading. - [Notebook scheduling](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/wb-schedule-nb.html): Learn about the options available for notebook scheduling. - [Notebook scheduling](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/wb-schedule-nb.html#notebook-scheduling): In-page section heading. - [Notebook settings](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/wb-settings-nb.html): Learn about the options available for DataRobot Notebook settings. - [Notebook settings](https://docs.datarobot.com/en/docs/workbench/wb-notebook/wb-manage-nb/wb-settings-nb.html#notebook-settings): In-page section heading.