Learning

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





Handbook of Natural Language Processing

By: Nitin Indurkhya, Fred J. Damerau

2010

Machine Learning: A Probabilistic Perspective

By: Kevin P. Murphy

2012

Understanding Machine Learning: From Theory to Algorithms

By: Shai Shalev-Shwartz, Shai Ben-David

2014

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

By: Trevor Hastie, Robert Tibshirani, Jerome Friedman

2016

Pattern Recognition and Machine Learning

By: Christopher M. Bishop

2006

Deep Learning

By: Ian Goodfellow, Yoshua Bengio, Aaron Courville

2016

Introduction to Probability Models

By: Sheldon M. Ross

2014

An Introduction to Probabilistic Modeling

By: Pierre Bremaud

1988