Last Updated: November 21, 2025
Focus Areas
| Focus |
|---|
Tag experiments with metrics
|
Gate promotions with approvals
|
Commands & Queries
mlflow models list
Inspect registry
mlflow models stage-transition --name classifier --stage Staging
Promote
mlflow models serve -m models:/classifier/staging
Serve staging
Summary
The registry formalizes models as versioned products.
💡 Pro Tip:
Tie stage transitions to evaluation metrics and human reviews.