LSTM-SAE

Pytorch Implementation of LSTM-SAE(Long Short Term Memory - Stacked AutoEncoder)

Description of Repo.

• 저자의 keras 구현 실습 예제
• pytorch로 구현한 내 모델
• dacon 대회에 적용한 결과

Article

Unsupervised Pre-training of a Deep LSTM-based Stacked Autoencoder for Multivariate Time Series Forecasting Problems - nature

• LSTM

  

• LSTM-AE

  

• LSTM-Stacked AutoEncoder

  

  Reference

  • L1aoXingyu/pytorch-beginner
  • Use of nn.Embedding for floating type numbers
  • How to correctly give inputs to Embedding, LSTM and Linear Layers?
  • LSTM Tutorial
  • jinmang2/ELMo/char_cnn.py
  • Convolution 1d and simple function
  • torch.nn
  • How to initialize weights in PyTorch?
  • How to initialize weights/bias of RNN LSTM GRU?
  • Learn initial hidden state (h0) for RNN
  • bentrevett/pytorch-seq2seq
  • jinmang2/NPLM/nplm.py