Production and MLOps Section 095

Registries, Artifacts and Environments

Knowing exactly which model is running, where it came from, and how to build it again next year.

6 of 6 lessons published Three reading levels on every lesson

Start with “Model registries”

Lessons in order

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

  1. Model registries
  2. What goes inside a model artifact
  3. Model lineage and traceability
  4. Pinning ML dependencies
  5. Shrinking ML container images
  6. Training and serving environment parity