ML, Data Mining, AI Books

This page contains links to free online eBooks. Those books generously have been made available by their authors. Those books are on topics such as data mining, machine learning, artificial intelligence and statistical learning methods. Enjoy! 

Books

  • The Elements of Statistical Machine Learning link
  • Information Theory, Inference, and Learning Algorithms link
  • Gaussian Processes for Machine Learning link
  • Data-Intensive Text Processing with MapReduce link
  • Mining of Massive Datasets link
  • Reinforcement Learning: An Introduction link
  • Bayesian Reasoning and Machine Learning link
  • Convex Optimization link
  • Introduction to Information Retrieval link
  • Graphical Models, Exponential Families, and Variational Inference link
  • Multiagent Systems link
  • Machine Learning, Neural and Statistical Classification link
  • Deep Learning link