Chapter 10: Essentials of Production Release

In this chapter, you will learn about the continuous integration and continuous delivery (CI/CD) pipeline, the essentials of a production environment, and how to set up a production environment to serve your previously tested and approved machine learning (ML) models to end users. We will set up the required infrastructure for the CI/CD pipeline's production environment, configure processes for production deployments, configure pipeline execution triggers for complete automation, and learn how to manage production releases. This chapter will cover the essential fundamentals of the CI/CD pipeline and production environment since the pipeline is the product, not the model.

By learning about the fundamentals of CI/CD pipelines, you will be able to develop, test, and configure automated CI/CD pipelines for your use cases or business. We will cover an array of topics around production deployments and then delve into a primer on monitoring...