Materials on Deep Learning

Articles & Papers

• 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

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

Tutorials

• 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