Materials on Deep Learning

Articles & Papers

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• Backpropagation explained by Michael Nielsen
• Another enlightened explanation of backprop by C. Olah
• Learning Deep Architectures for AI
  • Shallow and high capacity network vs deep and enough capacity network
  • Pre-training

Video lectures

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• Deep learning Oxford 2015
• Intitutive explanation of chain rule, MIT AI Course
• Stanford CS224d

Tutorials

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• DTU Deep Learning Summer School
• Deeplearning.net
• Deep Learning Book by Michael Nielsen
• Stanford CS231n, an amazing source for Convolutional Neural Nets.

Update: 2015/11/26