MLflow Model Registry Cheat Sheet

Stages, tags, and approvals

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.
← Back to Data Science & ML | Browse all categories | View all cheat sheets