#Open Source Machine Learning Degree

Learn machine learning for free, because free is better than not-free.

This website is inspired by the datasciencemasters/go and open-source-cs-degree github pages. This one is specifically for machine learning, and features textbooks and textbook-length lecture notes found with a simple google search. This repository is meant as a general guide, and a resource repository for a free education.

###Calculus

Calculus by Gilbert Strang pdf

###Proofs

"How to Prove It" by Daniel J. Velleman pdf

###Linear Algebra

Linear Algebra by Jim Hefferon pdf

###More Linear Algebra

"Linear Algebra Done Right" by Sheldon Axler pdf

"Advanced Linear Algebra" by Steven Roman pdf

"Advanced Linear Algebra" by Bruce E. Shapiro pdf

###Even More Damn Linear Algebra

"A Collection of Notes on Numerical Linear Algebra" by Robert A. van de Geijn pdf (optional donation to the author on his website)

There are very few free numerical linear algebra resources available online.

###Probability and Statistics

"Introduction to Probability" by Charles M. Grinstead and Laurie Snellpdf

"All of Statistics" by Larry Wasserman pdf

###Introductory Machine Learning

"Introduction to Machine Learning" by Alex Smola and S.V.N. Vishwanathan pdf

"Introduction to Machine Learning" by Ethem Alpaydin pdf

###Computer Vision

Computer Vision: Algorithms and Applications pdf

###Reinforcement Learning

"Introduction to Reinforcement Learning" by Sutton and Barto html

###Applied Machine Learning

"Natural Language Processing with Python" by Steven Bird et al. pdf

"Machine Learning in Action" by Peter Harrington pdf

"Introduction to Statistical Learning" by Hastie et al. pdf

###MACHINE LEARNING - HARD MODE

"Elements of Statistical Learning" by Hastie et al. pdf

"Bayesian Reasoning and Machine Learning" by David Barber pdf

"Pattern Recognition and Machine Learning" by Christopher M. Bishop pdf

####Legal Stuff If you're the original author of any of these books, and would like me to remove the links to your material, just send me an email at [email protected]