Collection of examples with LSTM recurrent neural networks
Papers
- A Critical Review of Recurrent Neural Networks for Sequence Learning
- Recurrent Neural Network Regularizaion
Posts - Tutorials
- https://medium.com/@erikhallstrm/hello-world-rnn-83cd7105b767
- https://medium.com/@erikhallstrm/tensorflow-rnn-api-2bb31821b185
- https://medium.com/@erikhallstrm/using-the-tensorflow-lstm-api-3-7-5f2b97ca6b73
- https://medium.com/@erikhallstrm/using-the-tensorflow-multilayered-lstm-api-f6e7da7bbe40
- https://medium.com/@erikhallstrm/using-the-dynamicrnn-api-in-tensorflow-7237aba7f7ea
- https://medium.com/@erikhallstrm/using-the-dropout-api-in-tensorflow-2b2e6561dfeb
- https://medium.com/@karpathy/yes-you-should-understand-backprop-e2f06eab496b?
- http://machinelearningmastery.com/time-series-prediction-lstm-recurrent-neural-networks-python-keras/
- http://machinelearningmastery.com/time-series-forecasting-long-short-term-memory-network-python/
- http://sebastianruder.com/optimizing-gradient-descent/
API reference