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Re:An open source deep learning curriculum by orangutango on Sunday December 11, 2016 @11:27AM (#13151735)
+1 for Information Theory, Inference, and Learning Algorithms. A fantastic book by the late David C Mackay. Part V has an interesting presentation of neural networks, but really this book is about information theory and Bayesian probability.

http://www.inference.phy.cam.ac.uk/itila/

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