The Data Science Layer
Data audit before model ambition
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Chapter assignment
Run a data science audit: leakage, class imbalance, temporal split violations, missingness, and baseline sanity checks.
What to do now
- Check split logic.
- Inspect class balance.
- Compare metrics before and after one correction.
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