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: It converts categorical variables into a series of binary columns (0 or 1).

The original 2022 edition was already excellent, but the 2025/2026 second edition adds coverage of Generative AI and LLMs — the hottest topics in tech right now. For anyone wanting to stay current, this updated edition is essential reading.

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The heart of the book lies in its treatment of practical modeling strategies that are rarely covered in traditional academic settings: Validation Schemes

: A supplementary file containing all high-resolution figures from the book is publicly hosted on the The Kaggle Book GitHub . : It converts categorical variables into a series

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Encoding categorical variables using advanced target encoding techniques. 3. Modeling and Hyperparameter Tuning

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