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Reproducibility & Experiment Tracking
Seeds, configs, artifacts, and registries that keep teams sane.
Reproducibility & Experiment Tracking
If you cannot recreate a result, you cannot improve it safely.
Minimum bar
- Pin dependency versions
- Log configs, metrics, data snapshots / hashes
- Store model artifacts with lineage
- Record the exact code commit
Team habits
Prefer boring, searchable experiment names over clever notebooks lost on laptops.