NTUADL2020

Applied Deep Learning (2020 Spring) @ NTU

Course website link

Assignment

0. NLP FROM SCRATCH: CLASSIFYING NAMES WITH A CHARACTER-LEVEL RNN

1. Summarization website

• architecture:

  use BiLSTM  -> summary extraction
  use seq2seq -> summary abstraction (encoder, decoder implement)
  use seq2seq + attention -> summary abstraction -> (encoder, decoder, attention)
  

• data: please download here

• Data Processing

  1. load pretrained embedding from Glove
  2. Tokenization with keras tokenizer 
     - Fit on text
     - text to sequence
     - pad sequence
  

• Training

  • BiLSTM for Summary Extraction

  • seq2seq for summary abstraction

  • seq2seq + attention for summary abstraction