shuhuai007/Machine-Learning-Session resource

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5254 stars · 1080 forks observed · 2026-08-28

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

A curated index of a Chinese-language machine learning video lecture series ('Whiteboard Derivations') hosted on Bilibili, covering foundational mathematical derivations of classic ML topics like SVM, EM, GMM, and variational inference. The repository itself contains links and ordering for the videos rather than code.

Use cases

• learn machine learning fundamentals from first-principles derivations
• understand the math behind SVM, EM algorithm, and Gaussian mixture models
• study variational inference and MCMC with whiteboard-style explanations
• find a structured beginner-friendly ML lecture series in Chinese
• review probabilistic graphical models and Bayesian linear regression

When to choose

• you want intuitive, hand-derived explanations of classic ML algorithms
• you prefer Chinese-language video lectures
• you need mathematical foundations before diving into deep learning

When to avoid

• you need runnable code or practical implementation examples
• you want up-to-date content on deep learning or LLMs (last updated 2020)
• you need English-language instruction

Facets

learning-resource · maturity maintenance

machine-learning machine-learning tutorials education video-series whiteboard-derivations math-foundations bilibili chinese-language web-server

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