Machine Learning

Here you can find lists of great Machine Learning books are or have been used to teach courses at Oxford.





Pattern Recognition and Machine Learning

By: Christopher M. Bishop

2006

The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition

By: Trevor Hastie, Robert Tibshirani, Jerome Friedman

2016

Data Mining: Practical Machine Learning Tools and Techniques

By: Ian H. Witten, Eibe Frank, Mark A. Hall

2016

Information Theory, Inference and Learning Algorithms

By: David J. C. MacKay

2003

Machine Learning

By: Tom M. Mitchell

1997

Machine Learning: A Probabilistic Perspective

By: Kevin P. Murphy

2012

Deep Learning

By: Ian Goodfellow, Yoshua Bengio, Aaron Courville

2016