Model Registry

Problem: How to introduce ml-based production/features to cross-functional teams.

Question:

• Where can we find the best version of this model?
  • audit
  • test
  • deploy
  • reuse
• How was this model trained?
• How can we track this docs for each models?
• How can we review models?
• How can we integrate with tools and services?

Model Registry

An model registry serves as a centralized repository, enabling effective model management and documentation.