Chapter 7: Building Robust CI/CD Pipelines
In this chapter, you will learn about continuous operations in the MLOps pipeline. The principles you will learn in this chapter are key to driving continuous deployments in a business context. To get a comprehensive understanding and first-hand experience, we will go through the concepts and hands-on implementation simultaneously. We will set up a CI/CD pipeline for the test environment while learning about components of continuous integration (CI) and continuous deployment (CD), pipeline testing, and releases and types of triggers. This will equip you with the skills to automate the deployment pipelines of machine learning (ML) models for any given scenario on the cloud with continual learning abilities in tune with business. Let's start by looking at why we need CI/CD in MLOps after all. We will continue by exploring the other topics as follows:
- Continuous integration, delivery, and deployment in MLOps
- Setting up a CI/CD...
