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I very much like Michael Nielsen's book Neural Networks and Deep Learning. It has a great introduction with examples and code you can run locally. Really nice to get started. http://neuralnetworksanddeeplearning.com

Also Fermat's Library is going to be annotating the book, which should make it even more accessible: http://fermatslibrary.com/list/neural-networks-and-deep-lear...

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