Books on Various Machine Learning Topics

2019-08-19 11:38

Some interesting and freely available books, which can be found at their respective authors websites:

1An Introduction to Statistical Learning with Applications in REnglishLink (Homepage)
2The Elements of Statistical Learning: Data Mining, Inference, and Prediction (2nd Ed.)EnglishLink (Homepage)
3Foundations of Machine Learning (2nd Ed.)EnglishLink (Homepage)
4Pattern Recognition and Machine LearningEnglishLink (Homepage)
5Reinforcement Learning: An IntroductionEnglishLink (Homepage)
6Deep LearningEnglishHomepage
7Dive into Deep LearningEnglishHomepage
(New version)
A high-bias, low-variance introduction to Machine Learning for
Understanding Machine Learning: From Theory to AlgorithmsEnglishHomepage
Bayesian Reasoning and Machine LearningEnglishHomepage


Some additional interesting reading

1"Apparently, Calculus Was Invented In 1994"[1], [2]
2"The Gaussian Copula and the Financial Crisis" and possible problems in the future[1], [2], [3] + [4]
3Buggy Software[1], [2]


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