Foundational A/B Testing & Canary Deployment for MLOps Engineers

Master the essential strategies of A/B testing and canary deployments to confidently validate, deploy, and iterate on machine learning models in production environments.

Fundamentals of Model Validation and Rollout Strategies

Unit 1: Introduction to Model Validation in MLOps

Unit 2: Designing A/B Tests for ML Models

Unit 3: Canary Deployment Patterns

Implementing and Analyzing A/B Tests and Canary Deployments

Unit 1: Setting Up Canary Deployments

Unit 2: Monitoring and Rollback

Unit 3: Analyzing Results and Ethical Considerations