ml-experiment-tracker
ML Experiment Tracker
This skill provides guidance for systematic machine learning experimentation with proper tracking, versioning, and reproducibility practices.
Core Competencies
- Experiment Tracking: MLflow, Weights & Biases (wandb), Neptune, Comet
- Data Versioning: DVC, Delta Lake, LakeFS
- Model Registry: Version control for trained models
- Reproducibility: Environment, code, data, and hyperparameter tracking
Experiment Tracking Fundamentals
What to Track
Every experiment should log:
| Category | Items | Why |
|---|
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