NLP Demo

Nlp From Scratch: Classifying Names With A Character-Level Rnn

• Script and Dataset:

  data/CharacterLevel.py
  model/rnn.py
  CharacterLevelDemo.py
  dataset/character

• Output

  Output/CharacterLevelDemo_xxx.png

• Reference: PyTorch Tutorials

NLP: Text Classification

• Script and Dataset:

  data/agnews.py
  model/rnn.py
  model/lstm.py
  AGnewsDemo.py

• Reference: AI for Beginners

NLP From Scratch: Translation with a Sequence to Sequence Network and Attention

• Script and Dataset:

  data/CharacterTranslation.py
  model/rnn.py
  model/attentionrnn.py
  CharacterTranslationDemo.py
  dataset/data

• Output

  Output/CharacterTranslationDemo_xxx.png

• Reference: PyTorch Tutorials

Quick Start

1. Install environment

conda env create -f environment.yml

2. Download the dataset

See the Dataset Download, the data will be saved in dataset directory.

3. Run the xxxdemo.py script