dair-ai/Mathematics-for-ML

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Mathematics for Machine Learning A collection of resources to learn and review mathematics for machine learning. 📖 Books Algebra, Topology, Differential Calculus, and Optimization Theory For Computer Science and Machine Learning by Jean Gallier and Jocelyn Quaintance Includes mathematical concepts for machine learning and computer science. Book: https://www.cis.upenn.edu/~jean/math-deep.pdf Applied Math and Machine Learning Basics by Ian Goodfellow and Yoshua Bengio and Aaron Courville This includes...