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LSTM, RNN and GRU implementations using Pytorch

Reccurent Networks from scratch using PyTorch

LSTM, RNN and GRU implementations

This repo contains implementations of:

  • Basic RNNCell
  • LSTMCell
  • GRUCell

and

  • RNN / Biderectional RNN
  • LSTM / Biderectional LSTM
  • GRU / Biderectional GRU.

Example of LSTM Cell

Short-term-memory-network-LSTM-block-architecture

Dependencies

  • pytorch
  • numpy

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LSTM, RNN and GRU implementations using Pytorch

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