Module 8: CI/CD for ML
๐ฏ Learning Objectivesโ
- Automate ML pipelines with GitHub Actions and GitLab CI
- Implement comprehensive testing for ML systems
- Set up continuous training with automatic retraining triggers
๐ Module Contentโ
Chapter 1: ML Pipelines Automationโ
GitHub Actions for ML, GitLab CI, automated training, model validation gates.
Chapter 2: Testing ML Systemsโ
Unit tests, data tests, model tests, integration tests, shadow mode.
Chapter 3: Continuous Trainingโ
Trigger-based retraining, scheduled retraining, data-driven retraining.
๐ Let's Begin!โ
Start with Chapter 1: ML Pipelines Automation.