Resources | 5 Deep Learning and 10 Machine Learning Books (Free Download)

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5 deep learning book resources recommended

深度学习(Deep Learning)byIan Goodfellow and Yoshua Bengio and Aaron Courville

Chinese version download address: https://github.com/exacity/deeplearningbook-chinese

Deep Learning Made Easy with R by Dr. ND Lewis

Download address: http://download.csdn.net/detail/oscer2016/9829915

Fundamentals of Deep Learning by Nikhil Buduma

Download address: http://www.taodocs.com/p-32598980.html

Neural networks and statistical learning by K.-L. Du and MNs Swamy

Download address: http://download.csdn.net/detail/oscer2016/9829919

Neural Networks and Deep Learning by Michael Niels

Download address: http://download.csdn.net/download/newhotter/9651111

10 Machine Learning Book Resource Recommendations

Machine Learning, Neural Networks, and Statistical Classification by

D. Michie, D.J. Spiegelhalter, C.C. Taylor

Download address: http://www1.maths.leeds.ac.uk/~charles/statlog/

Bayesian Reasoning and Machine Learning by David Barber

Download address: http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Online

Gaussian Processes for Machine Learning by Carl Edward Rasmussen and Christopher KI Williams, The MIT Press

Download address: http://www.gaussianprocess.org/gpml/

Information Theory, Inference, and Learning Algorithms by David JC MacKay

Download address: http://www.inference.phy.cam.ac.uk/mackay/itprnn/book.html

The Elements of Statistical Learning by Trevor Hastie, Robert Tibshirani, Jerome Friedman

Download address: http://statweb.stanford.edu/~tibs/ElemStatLearn/printings/ESLII_print10.pdf

A Course in Machine Learning by Hal Daumé III

Download address: http://ciml.info/

Introduction to Machine Learning by Amnon Shashua, Cornell University

Download address: https://arxiv.org/abs/0904.3664v1

Reinforcement Learning

Download address: https://www.intechopen.com/books/reinforcement_learning

Introduction to Machine Learning - By Nils Nilsson

Download address: http://ai.stanford.edu/~nilsson/mlbook.html

Reinforcement Learning - MIT Press

Download address: http://webdocs.cs.ualberta.ca/~sutton/book/the-book.html

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