A collelction of free to read (download) machine learning books:
Understanding Machine Learning: From Theory to Algorithms
Bayesian Reasoning and Machine Learning
Machine Learning: a Probabilistic Perspective
Computer Vision: Models, Learning, and Inference
Data Mining and Analysis: Fundamental Concepts and Algorithms
The Elements of Statistical Learning
An Introduction to Statistical Learning
Reinforcement Learning: An Introduction
Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems
Algorithms for Reinforcement Learning
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