Foundations of Machine Learning - Book by Mehryar Mohri, Afshin Rostamizadeh & Ameet Talwalkar
This textbook provides a rigorous and comprehensive introduction to machine learning, emphasizing theoretical foundations and practical algorithms. It covers core topics such as supervised learning, kernel methods, regularization, and optimization, with detailed mathematical treatments. Amazon
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