shuhuai007/Machine-Learning-Session
A Chinese video tutorial series covering white-board derivations of foundational machine learning algorithms.
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This repository accompanies a Bilibili video series on machine learning fundamentals. The series presents step-by-step white-board derivations of core ML concepts including regression, classification, dimensionality reduction, SVM, kernel methods, probabilistic graphical models, EM algorithm, GMM, variational inference, MCMC, HMM, Kalman filter, particle filter, and CRF. It aims to help beginners get started with mathematical foundations of machine learning.
Frequently asked
- What is shuhuai007/Machine-Learning-Session?
- A Chinese video tutorial series covering white-board derivations of foundational machine learning algorithms.
- Is Machine-Learning-Session open source?
- Yes — shuhuai007/Machine-Learning-Session is an open-source project tracked on heatdrop.
- How popular is Machine-Learning-Session?
- shuhuai007/Machine-Learning-Session has 5.2k stars on GitHub.
- Where can I find Machine-Learning-Session?
- shuhuai007/Machine-Learning-Session is on GitHub at https://github.com/shuhuai007/Machine-Learning-Session.