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Mathematics of Machine Learning
Master Linear Algebra, Calculus, and Probability for Machine Learning
Book • 2025
This book provides a rigorous yet accessible introduction to the mathematical foundations of machine learning, including linear algebra, calculus, and probability theory.
It is designed for engineers, developers, and data scientists seeking to deepen their understanding of machine learning algorithms.
The book includes Python implementations to illustrate practical applications of these mathematical concepts.
It is designed for engineers, developers, and data scientists seeking to deepen their understanding of machine learning algorithms.
The book includes Python implementations to illustrate practical applications of these mathematical concepts.
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as a book that helps practitioners go from high school mathematics to the mathematics of neural networks.

Dan Whitenack

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The mathematics of machine learning