SmirkCao/Lihang resource

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

6314 stars · 1586 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A study companion repository for Li Hang's textbook 'Statistical Learning Methods' (2nd edition), containing notes, Python code, notebooks, references, glossary/symbol indexes, and errata. It is a learning resource rather than a software library.

Use cases

• study statistical learning methods from Li Hang's book
• find Python implementations of classic ML algorithms like perceptron, SVM, and HMM
• look up errata and symbol definitions for the textbook
• download the book's referenced papers
• review machine learning theory with worked notebooks

When to choose

• you are reading or re-reading the Statistical Learning Methods textbook and want notes and code
• you want reference implementations of classical algorithms covered in the book
• you need the book's bibliography and errata collected in one place

When to avoid

• you need a production-ready machine learning library
• you want modern deep learning frameworks or GPU training tools
• you cannot read Chinese, since most notes are written in Chinese

Facets

learning-resource · maturity maintenance

machine-learning developer-tools documentation machine-learning tutorials education python cross-platform statistical-learning-methods lihang book-notes jupyter-notebooks errata chinese natural-language-processing

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