MLOps Model Registry Patterns: Tracking Artifacts with MLflow & S3

The Role of a Central Model Registry

A production Model Registry decouples model artifact creation from API deployment, enforcing versioning, cryptographic checksums, and approval stage transitions.

References & Further Reading:

• MLflow Model Registry Documentation