# Prediction code examples
URL: 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

The API user guide includes overviews and workflows for DataRobot's Python client that outline complete examples of prediction workflows and tasks.
Be sure to review the [API quickstart guide]api-quickstart before using the notebooks below.

| Topic | Describes... |
| --- | --- |
| Make batch predictions with Azure Blob storage | How to generate SHAP-based Prediction Explanations with a use case that determines what drives home value in Iowa. |
| Using the Batch Prediction API | DataRobot's batch prediction API to score large datasets with a deployed DataRobot model. |
| Make batch predictions with Google Cloud Storage | How to read input data from and write predictions back to Google Cloud Storage. |
| Make Visual AI predictions via the API | Scripting code for making batch predictions for a Visual AI model via the API. |
| ESG score predictions with Python | How to use Python code from an example application that uses DataRobot to predict the Environmental, Societal, and Corporate (ESG) scores for stocks. |
| Create and schedule JDBC prediction jobs | How to use DataRobot's Python client to schedule prediction jobs and write them to a JDBC database. |

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