Check out this free ebook covering the fundamentals of mathematics for machine learning, as well as its companion website of exercises and Jupyter notebooks.

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Mathematics for Machine Learning: The Free eBook is a book by Marc Peter Deisenroth, A Aldo Faisal, and Cheng Soon Ong. The aim is to provide a short, concise book, which is then augmented by exercises and Jupyter notebooks.

Mathematics for Machine Learning: The Free eBook

Part II: Central Machine Learning Problems