Shypd.aiThe largest open index of AI toolsMachine-Learning-Session is a Research & Education tool that provides a series of introductory machine learning videos and accompanying PDF notes. It covers fundamental concepts and derivations to help beginners get started in machine learning.
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Machine-Learning-Session is a GitHub repository offering a comprehensive series of introductory machine learning videos, primarily focused on foundational concepts and mathematical derivations. The repository includes PDF notes for each session, covering topics such as linear regression, linear classification, dimensionality reduction, support vector machines, kernel methods, and various probabilistic models like Gaussian Mixture Models and Hidden Markov Models. It also delves into advanced topics like variational inference, MCMC, Kalman filters, particle filters, and restricted Boltzmann machines. The content is designed to provide a solid stepping stone for individuals new to machine learning, aiming to clarify complex theories through detailed explanations and derivations.
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