Section 3: Monitoring Machine Learning Models in Production
In this part, readers will get acquainted with the principles and processes of monitoring machine learning systems in production. It will enable them to craft CI/CD pipelines to monitor deployments and equip them to set up and facilitate continuous delivery and continuous monitoring of machine learning models.Â
This section comprises the following chapters:
- Chapter 11, Key Principles for Monitoring Your ML System
- Chapter 12, Model Serving and Monitoring
- Chapter 13, Governing the ML system for Continual Learning