Top books on r/MachineLearning

Machine Learning

Pattern Recognition and Machine Learning

Hands-On Machine Learning with Scikit-Learn and TensorFlow

Programming Collective Intelligence

Elements of Statistical Learning Data Mining, Inference, and...

Superintelligence: Paths, Dangers, Strategies

All of Statistics

An Introduction to Statistical Learning

Coding the Matrix

Probability Theory The Logic Of Science Edition 1

Deep Learning

Data Smart

Data Science from Scratch

Python Machine Learning, 1st Edition