xiaoduozhou / nlp_examples

Pytorch code templates for some basic natural language processing tasks.

NLP_Examples

Pytorch code templates for some basic natural language processing tasks.

Experience is the mother of wisdom!

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• NLP-Progress

• Collected Public Datasets

• NLP Conference Deadlines

• Best Paper Awards in CS

• Basic_Framework

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Theoretical Research

• Reinforcement Learning

• Generative Adversarial Network

  • PyTorch-GANs
  • FGSM(Fast Gradient Sign Method)

• Variational Auto-Encoder

  • Auto-Encoder
  • VAE

Natural Language Generation

• RNN based Model

  • rnn_language_model
  • seq2seq model
    • batch luong attention rnn
    • Beam search
  • Pointer network

• CNN Based Model

• Transformer Based Model

  • transformer
  • bert

Natural Language Understanding

• Sentiment Analysis
  • Basic LSTM Classifier

Information Retrieval

• Relation Extraction

Cross Modal

• Computer Vision

Tool Scripts

• Metrics
  • BLEU
  • Self-BLEU
• Processing scripts
  • Sentence similarity
  • English text pre-processing
  • Google translate script
• Implementation skills
  • word_net
  • Label Smoothing
  • Attention visualization
  • Multi-GPU training
• Draw