# Bodywork

![Bodywork](https://github.com/aporia-ai/docs2/blob/main/images/bodywork.png#center)

[Bodywork](https://bodywork.readthedocs.io/en/latest/) deploys machine learning projects developed in Python to Kubernetes. \
It helps you:

* serve models as microservices
* execute batch jobs
* run reproducible pipelines

On demand, or on schedule, Bodywork automates repetitive DevOps tasks and frees machine learning engineers to focus on what they do best - solve data problems with machine learning.

### Aporia & Bodywork Integration

This integration enables you to easily monitor models deployed with Bodywork for issues such as model drift, performance degradation, and more.

Check out [the example project](https://github.com/bodywork-ml/bodywork-pipeline-with-aporia-monitoring) on GitHub to learn more.

![Bodywork](https://github.com/aporia-ai/docs2/blob/main/images/bodywork-aporia.png#center)


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.aporia.com/v1/integrations/bodywork.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.