/Fun-with-LSTMs-RNNs

A repository demonstrating different examples of LSTM.

Primary LanguageJupyter NotebookMIT LicenseMIT

Important blogs related to RNN & LSTM

  1. Recurrent Neural Networks tutorial by Denny Britz
  2. Understanding LSTMs by Colah
  3. The Unreasonable Effectiveness of Recurrent Neural Networks by Andrej Karpathy

Research paper on Text Generation and Language Modelling

  1. Recurrent neural network based language model
  2. Extensions of Recurrent neural network based language model
  3. Generating Text with Recurrent Neural Networks

Reseach paper on Language Translation through RNN

  1. A Recursive Recurrent Neural Network for Statistical Machine Translation
  2. Sequence to Sequence Learning with Neural Networks
  3. Joint Language and Translation Modeling with Recurrent Neural Networks

RNN Extensions

  1. Bidirectional RNN - for find missing word in sequence
  2. Deep Bidirection RNN - advancement of Biderectional RNN
  3. LSTM