From 3b96b35368a37617d5a7929cd1ed227bbdd57968 Mon Sep 17 00:00:00 2001 From: Joseph Misiti Date: Thu, 17 Jul 2014 13:41:41 -0400 Subject: [PATCH] added list of ML books --- books.md | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) create mode 100644 books.md diff --git a/books.md b/books.md new file mode 100644 index 0000000..c1b38a4 --- /dev/null +++ b/books.md @@ -0,0 +1,22 @@ +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](http://www-bcf.usc.edu/~gareth/ISL/) - Book + R Code +* [Elements of Statistical Learning](http://statweb.stanford.edu/~tibs/ElemStatLearn/) - Book +* [Probabilistic Programming & Bayesian Methods for Hackers](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/) - Book + IPython Notebooks +* [Thinking Bayes](http://www.greenteapress.com/thinkbayes/) - Book + Python Code +* [Information Theory, Inference, and Learning Algorithms](http://www.inference.phy.cam.ac.uk/mackay/itila/book.html) +* [Gaussian Processes for Machine Learning](http://www.gaussianprocess.org/gpml/chapters/) +* [Data Intensive Text Processing w/ MapReduce](http://lintool.github.io/MapReduceAlgorithms/) +* [Reinforcement Learning: - An Introduction](http://webdocs.cs.ualberta.ca/~sutton/book/ebook/the-book.html) +* [Mining Massive Datasets](http://infolab.stanford.edu/~ullman/mmds/book.pdf) +* [A First Encounter with Machine Learning](https://www.ics.uci.edu/~welling/teaching/273ASpring10/IntroMLBook.pdf) +* [Pattern Recognition and Machine Learning](http://www.hua.edu.vn/khoa/fita/wp-content/uploads/2013/08/Pattern-Recognition-and-Machine-Learning-Christophe-M-Bishop.pdf) + +## Probability & Statistics + +* [Thinking Stats](http://www.greenteapress.com/thinkstats/) - Book + Python Code +* [From Algorithms to Z-Scores](http://heather.cs.ucdavis.edu/probstatbook) - Book +* [The Art of R Programming](http://heather.cs.ucdavis.edu/~matloff/132/NSPpart.pdf) - Book (Not Finished) +