awesome-machine-learning/books.md

The following is a list of free, open source books on machine learning, statistics, data-mining, etc.

Machine-Learning / Data Mining

• An Introduction To Statistical Learning - Book + R Code
• Elements of Statistical Learning - Book
• Probabilistic Programming & Bayesian Methods for Hackers - Book + IPython Notebooks
• Thinking Bayes - Book + Python Code
• Information Theory, Inference, and Learning Algorithms
• Gaussian Processes for Machine Learning
• Data Intensive Text Processing w/ MapReduce
• Reinforcement Learning: - An Introduction
• Mining Massive Datasets
• A First Encounter with Machine Learning
• Pattern Recognition and Machine Learning

Probability & Statistics

• Thinking Stats - Book + Python Code
• From Algorithms to Z-Scores - Book
• The Art of R Programming - Book (Not Finished)