Deep understanding of sequential networks

less than 1 minute read

Published:

  • Understanding LSTM Networks:

http://colah.github.io/posts/2015-08-Understanding-LSTMs/

  • Learning Long-Term Dependencies with Gradient Descent is Difficult:

http://ai.dinfo.unifi.it/paolo//ps/tnn-94-gradient.pdf

  • Minimal character-level RNN implementation:

https://gist.github.com/karpathy/d4dee566867f8291f086

  • An efficient, batched LSTM implementation:

https://gist.github.com/karpathy/587454dc0146a6ae21fc