Production and MLOps Section 097

Releasing Models Safely

Putting a new model in front of users a little at a time, and taking it back quickly when it is wrong.

10 of 10 lessons published Three reading levels on every lesson

Start with “Shadow deployment”

Lessons in order

Work top to bottom. Each lesson assumes the one above it.

  1. Shadow deployment
  2. Canary releases for models
  3. Blue-green model deployments
  4. Rolling back a model
  5. Feature flags for model rollouts
  6. Champion and challenger models
  7. Swapping weights with no downtime
  8. Versioning a model API
  9. KServe and Seldon
  10. Switching between model providers