tim-hub / machine-learning-books

this is a collection of books and courses for machine learning.

Machine Learning Books

Free to Download AI/Machine Learning Books

some are from https://github.com/brpy/ml-books

Book/Resource	Author(s)	Links
AI	Leonard	[gitbook]
d2l-ai	Community	[github] [pdf]
Deep Learning with Pytorch	Eli Stevens, Luca Antiga, Thomas Viehmann	[pdf]
Ml Primer	Mihail Eric	[pdf]
Mathematics For Machine Learning	Marc Peter Deisenroth, A Aldo Faisal, and Cheng Soon Ong	[github] [pdf]
Foundations of Data Science	Avrim Blum, John Hopcroft, Ravindran Kannan	[pdf]
Think Stats	Allen Downey	[github] [pdf]
Math4ml	Garrett Thomas	[github] [pdf]
Think bayes	Allen Downey	[github] [html] [pdf]
Think python 2	Allen Downey	[pdf]
Intermediate python	Muhammad Yasoob Ullah Khalid	[pdf]
Pattern Recognition and Machine Learning	Christopher Bishop	[pdf]
Computer Age Statistical Inference	Bradley Efron, Trevor Hastie	[pdf]
An Introduction to Statistical Learning	Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani	[pdf]
The Elements ofStatistical Learning	Trevor Hastie, Robert Tibshirani, Jerome Friedman	[pdf]

• dynamicdeploy/gninrael-enihcam. A collection of machine learning books, mainly updated in 2017.
• Free machine Learning Books A collection of books from @shahumar
• Awesome machine learning books

Free Online Learning Courses

#	Course Provider	URL	Review
1	Kaggle	https://www.kaggle.com/learn	From Beginning to Advanced, Kaggle offered many AI courses including basic Python Programming to Deep Learning in very practical way.
2	Stanford CS229	http://cs229.stanford.edu/syllabus-autumn2018.html
3	IBM Data Science Professional	https://www.coursera.org/professional-certificates/ibm-data-science	On Coursera. This is not free for certificate, but most of course materials are free.
4	Computer Sciense For AI (edx/HarvardX)	https://www.edx.org/professional-certificate/harvardx-computer-science-for-artifical-intelligence	On Edx
~	There Are More

More of Free Machine Learning/AI/Data Science Courses

• https://github.com/luspr/awesome-ml-courses
• https://github.com/josephmisiti/awesome-machine-learning/blob/master/courses.md Most of them are from Universities