Using CI/CD to Automate Model Retraining and Redeployment
Having explored various statistical tests in Chapter 9, courtesy of diverse open source libraries on Databricks and their integration with MLflow, we will now focus on an integral component of MLOps on Databricks. In this chapter, we will look at how Databricks unifies DevOps, DataOps, and ModelOps all in a single platform.
In this chapter, we will cover the following topics:
- Introduction to MLOps
- Fundamentals of MLOps and deployment patterns
Let’s understand what MLOps is.