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Mathematics for Machine Learning

Probabilistic Machine Learning
An Introduction

An Introduction to Statistical Learning
with Applications in R

The Elements of Statistical Learning
Data Mining, Inference, and Prediction

Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow
Concepts, Tools, and Techniques to Build Intelligent Systems

Introduction to Machine Learning, fourth edition

Machine Learning, revised and updated edition
Teaching Machines to Paint, Write, Compose, and Play