Courses
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CS231n: Convolutional Neural Networks for Visual Recognition, Stanford
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CS224d: Deep Learning for Natural Language Processing, Stanford
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CS 294: Deep Reinforcement Learning, Berkeley
Deep Learning An MIT Press book Ian Goodfellow and Yoshua Bengio and Aaron Courville.
Deep Learning and Neural Networks
Textbook
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Ian Goodfellow, Yoshua Bengio, Aaron Courville, Deep Learning, MIT Press, 2016, ISBN: 0387848576
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Trevor Hastie, Robert Tibshirani, Jerome Friedman, The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition, Springer, 2009, ISBN: 0387848576
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Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, 2006, ISBN: 0387310738
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Sebastian Raschka, Python Machine Learning, Packt Publishing, 2015, ISBN: 1783555130