Last Updated: November 21, 2025
Focus Areas
| Focus |
|---|
Log parameters, metrics, artifacts, and tags for reproducibility
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Promote models through staging to production stages
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Commands & Queries
mlflow run .
Execute an experiment
mlflow ui
Review tracking dashboard
mlflow models promote --name classifier --stage Staging
Move a model forward
Summary
Track every experiment, version models, and gate promotion with reviews.
💡 Pro Tip:
Capture hyperparameters, datasets, and evaluation metrics for each run.