Moving beyond simple train/test splits, the book explores offline evaluation versus online evaluation. It explains why a model that looks perfect in a notebook might fail catastrophically in production due to data drift or feedback loops.

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Designing Machine Learning Systems By Chip Huyen Pdf Jun 2026

Moving beyond simple train/test splits, the book explores offline evaluation versus online evaluation. It explains why a model that looks perfect in a notebook might fail catastrophically in production due to data drift or feedback loops.