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Deep learning  Yoshua Bengio, Ian Goodfellow, Aaron Courville - a draft version
Information Theory, Inference, and Learning Algorithms  David J.C. MacKay
Introduction to machine learning  Alex Smola
Introduction to Machine Learning  Nils J. Nilsson
Mining of Massive Datasets  Anand Rajaraman, Jeffrey Ullman, Jure Leskovec
Neural Networks - A Systematic Introduction  Raul Rojas
Python machine learning book  Sebastian Raschka
Reliable Reasoning: Induction and Statistical Learning Theory  Gilbert Harman, Sanjeev Kulkarni
The Elements of Statistical Learning: Data Mining, Inference, and Prediction.  Trevor Hastie , Robert Tibshirani , Jerome Friedman
Understanding Machine Learning: From Theory to Algorithms  Shai Shalev-Shwartz, Shai Ben-David