# ML Notebooks Memory

Apply this inside `ml/notebooks/`.

- Notebooks are exploratory; move reusable logic into scripts or packages before production use.
- Clear outputs that expose sensitive data before committing.
- Record assumptions, data sources, and next steps in notebook markdown.
- Do not make notebooks the only source of model behavior.