Shypd.aiThe largest open index of AI toolsMachineLearningNotes is a Research & Education tool that provides personal notes on machine learning topics. It offers a collection of Markdown files covering various machine learning concepts, designed for local viewing with Typora.
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MachineLearningNotes is a GitHub repository containing a comprehensive collection of personal notes on various machine learning topics. These notes are primarily derived from video lectures and are formatted as Markdown files. The repository covers a wide range of subjects, including linear regression, classification, dimension reduction, SVM, exponential family, probabilistic graphical models, EM, GMM, variational inference, MCMC, HMM, LDS, particle filters, CRF, Gaussian networks, Bayesian linear regression, Gaussian processes, RBM, spectral methods, neural networks, partition functions, and approximate inference. Users are advised to download the content and view it locally using Typora for proper rendering of mathematical formulas and graphs, as GitHub's native rendering may not fully support these elements. The project also provides a link to a Bilibili video series as a reference.
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