Foundations of Machine Learning - 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.