A curated collection of freely available machine learning books.
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Foundations of Machine Learning, 2nd Ed. Mehryar Mohri, Afshin Rostamizadeh, Ameet Talwalkar (2018) CC BY-NC-ND |
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Pen & Paper Exercises in Machine Learning Michael U. Gutmann (2022) CC BY 4.0 |
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Mathematical Analysis of Machine Learning Algorithms Tong Zhang (2023) Free for personal use |
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Introduction to Machine Learning Laurent Younes (2025) Free online (arXiv) |
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Deep Learning Ian Goodfellow, Yoshua Bengio, Aaron Courville (2017) Free online |
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Mathematics for Machine Learning Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong (2020) Free for personal use |
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Linear Algebra for CV, Robotics, and ML Jean Gallier, Jocelyn Quaintance (2025) Free online |