datawhalechina/pumpkin-book
南瓜书:《机器学习》(西瓜书)公式详解
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.
Stars
25,716
Forks
4,824
Language
—
License
—
Category
Last pushed
Mar 01, 2026
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/datawhalechina/pumpkin-book"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Related frameworks
harvard-edge/cs249r_book
Machine Learning Systems
wx-chevalier/AI-Notes
:books: [.md & .ipynb] Series of Artificial Intelligence & Deep Learning, including Mathematics...
datawhalechina/key-book
《机器学习理论导引》(宝箱书)的证明、案例、概念补充与参考文献讲解。
Ceyron/machine-learning-and-simulation
All the handwritten notes 📝 and source code files 🖥️ used in my YouTube Videos on Machine...
rickiepark/handson-ml3
<핸즈온 머신러닝 3판>의 주피터 노트북 저장소