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.
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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