Last Updated: November 21, 2025
Focus Areas
| Focus |
|---|
Version models and log approvals before deployment
|
Monitor drift metrics and retrain when thresholds exceed limits
|
Commands & Queries
mlflow models list
List registered models
mlflow models stage-transition --name model --stage Staging
Promote a model
python scripts/check_drift.py
Run drift analysis
Summary
Treat models like products with documentation, approvals, and drift guardrails.
💡 Pro Tip:
Record governance artifacts in a single registry and refresh approvals quarterly.