Last Updated: November 21, 2025
Focus Areas
| Focus |
|---|
Store models with metadata (version, metrics)
|
Gate promotions with tests and reviews
|
Commands & Queries
mlflow models serve -m models:/classifier/staging
Serve staging
mlflow models transition --name classifier --stage Production
Promote model
mlflow run . --backend local
Execute pipeline
Summary
Treat models like software with versioned deployments.
💡 Pro Tip:
Attach evaluation metrics to promotion decisions.