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Deep learning Yoshua Bengio, Ian Goodfellow, Aaron Courville - a draft version
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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 |
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