# Prediction code examples

> Prediction code examples - Review comprehensive workflows, notebooks, and tutorials that help you
> find complete examples of prediction workflows.

This Markdown file sits beside the HTML page at the same path (with a `.md` suffix). It summarizes the topic and lists links for tools and LLM context.

Companion generated at `2026-04-24T16:03:56.294888+00:00` (UTC).

## Primary page

- [Prediction code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/index.html): Full documentation for this topic (HTML).

## Related documentation

- [Developer documentation](https://docs.datarobot.com/en/docs/api/index.html): Linked from this page.
- [Developer learning](https://docs.datarobot.com/en/docs/api/dev-learning/index.html): Linked from this page.
- [Python API client user guide](https://docs.datarobot.com/en/docs/api/dev-learning/python/index.html): Linked from this page.
- [Python code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/index.html): Linked from this page.
- [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): Linked from this page.
- [Using the Batch Prediction API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html): Linked from this page.
- [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): Linked from this page.
- [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): Linked from this page.
- [ESG score predictions with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html): Linked from this page.
- [Create and schedule JDBC prediction jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/jdbc-nb.html): Linked from this page.

## Documentation content

# 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. |