Why it matters
Untracked experiments waste. Standard practice.
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The architecture
MLflow: open-source.
W&B: hosted, popular.
Neptune: alternative.
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How it works end to end
Log: params, metrics, models, artifacts.
Compare runs.
Model registry.
Integration with training loops.