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AI-FOR-DATA-SCIENCE5 MIN READ

Dataset Documentation Pocket Deck

Recall the minimum dataset documentation questions for AI-for-data-science work.

FAIR What does FAIR ask before AI modeling? Tap to expand the four readiness checks Clean table "The data is clean, so we can model." A table loads without errors. Your line Clean means it loads. Ready means we know origin, exclusions, timing, and allowed use. Confusing technical cleanliness with responsible readiness. The line separates format quality from context quality. Provenance What provenance question catches many AI data science failures? When and how was this field created relative to the prediction moment? This catches post-outcome labels, manual review statuses, and historical process changes. Use boundary Recommended use vs. forbidden use…

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