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:

 TitleLanguageLink
1An Introduction to Statistical Learning with Applications in REnglishLink (Homepage)
2The Elements of Statistical Learning: Data Mining, Inference, and Prediction (2nd Ed.)EnglishLink (Homepage)
3Mathematics for Machine LearningEnglishLink (Homepage)
4Foundations of Machine Learning (2nd Ed.)EnglishLink (Homepage)
5Pattern Recognition and Machine LearningEnglishLink (Homepage)
6Reinforcement Learning: An IntroductionEnglishLink (Homepage)
7Deep LearningEnglishHomepage
8Dive into Deep LearningEnglishHomepage
(New version)
A high-bias, low-variance introduction to Machine Learning for physicistsEnglisharXiv.org
Speech and Language ProcessingEnglishLink
Understanding Machine Learning: From Theory to AlgorithmsEnglishHomepage
Bayesian Reasoning and Machine LearningEnglishHomepage

 

Some additional interesting reading

 TitleLink
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]
R Development NEWS:Link
Python Release Schedules:[3.8] + [Index of Python Enhancement Proposals]

 

Programming language rankings: