Section 4: Advanced Topics

This section covers assorted topics on advanced usage of MLflow, allowing you to learn how to scale MLflow in big data environments and to meet high computing demands. We will cover advanced use cases to ensure broad coverage of the type of models and use cases to be discussed, alongside MLflow internals and how to contribute to it.

The following chapters are covered in this section:

• Chapter 10, Scaling Up Your Machine Learning Workflow
• Chapter 11, Performance Monitoring
• Chapter 12, Advanced Topics with MLFlow