datawhalechina/pumpkin-book

南瓜书:《机器学习》(西瓜书)公式详解

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Provides step-by-step derivations of machine learning formulas from Zhou Zhihua's textbook, targeting undergraduate-level mathematics foundations with appendices for out-of-scope concepts. The resource supplements the original text by filling formula gaps through detailed proofs and mathematical intuitions pitched at second-year engineering students. Includes companion video tutorials, PDF downloads, and a published print edition with community-driven errata tracking via GitHub Issues.

25,716 stars.

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Maintenance 10 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 24 / 25

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Mar 01, 2026

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