https://github.com/chunml/nlp

This is where I put all my work in Natural Language Processing
https://github.com/chunml/nlp

natural-language-processing nlp python tensorflow tensorflow-experiments tensorflow-tutorials

Last synced: 2 days ago
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This is where I put all my work in Natural Language Processing

• Host: GitHub
• URL: https://github.com/chunml/nlp
• Owner: ChunML
• License: mit
• Created: 2018-12-20T09:28:30.000Z (almost 6 years ago)
• Default Branch: master
• Last Pushed: 2021-06-26T19:01:09.000Z (over 3 years ago)
• Last Synced: 2024-10-10T08:41:12.222Z (about 1 month ago)
• Topics: natural-language-processing, nlp, python, tensorflow, tensorflow-experiments, tensorflow-tutorials
• Language: Python
• Homepage: https://machinetalk.org
• Size: 483 KB
• Stars: 95
• Watchers: 7
• Forks: 48
• Open Issues: 4
• Metadata Files:
  • Readme: README.md
  • License: LICENSE.md

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README

        
## Natural Language Processing Projects

### Overview

This is where I play with NLP, aka Natural Language Processing, the art of teaching machine to understand and mimic human's natural language (semantically and/or syntactically).

Projects in this repository are still in progress and gradually updated. README's content will be updated accordingly. Maybe I'll write some blog posts if necessary.

### Content

At present, this repository contains the projects below.

1/ [Embeddings](https://github.com/ChunML/NLP/tree/master/embeddings)

DONE:

- CBOW

- skip-gram

TODO:

- Rewrite in Tensorflow 2.0

- Add Pytorch implementation

- Write blog posts

- Add more types of embeddings such as GloVe, etc

2/ [Text Generator](https://github.com/ChunML/NLP/tree/master/text_generation)

DONE:

- Tensorflow implementation (both in 1.x and 2.0)

- Blog post for Tensorflow implementation: [link](https://machinetalk.org/2019/02/08/text-generation-with-tensorflow/)

- Pytorch implementation

- Blog post for Pytorch implementation: [link](https://machinetalk.org/2019/02/08/text-generation-with-pytorch/)

3/ [Machine Translation](https://github.com/ChunML/NLP/tree/master/machine_translation)

DONE:

- Tensorflow implementation (no-attention/Bahdanau/Luong)

- Blog posts for Tensorflow implementation:

  - Data Preparation: [link](https://machinetalk.org/2019/02/20/neural-machine-translation-with-tensorflow-data-preparation/)

  - Model Creation: [link](https://machinetalk.org/2019/02/27/neural-machine-translation-with-tensorflow-model-creation/)

  - Training: [link](https://machinetalk.org/2019/03/05/neural-machine-translation-with-tensorflow-training/)

  

TODO:

- Add Pytorch implementation

- Blog post for Pytorch implementation

- Rewrite in Tensorflow 2.0

- Blog post for Tensorflow 2.0 implementation

4/ [Chat Bot](https://github.com/ChunML/NLP/tree/master/chatbot)

Done:

- Tensorflow implementation

TODO:

- Rewrite in Tensorflow 2.0

- Add Pytorch implementation

- Write blog posts

5/ [Sentiment Analysis](https://github.com/ChunML/NLP/tree/master/sentiment_analysis)

Done:

- Tensorflow 2.0 implementation for:

  - IMDB Movie Reviews Classification

  - Quora Insincere Questions Classification

- Blog post for IMDB:

  - English version: [link](https://machinetalk.org/2019/03/18/introduction-to-tensorflow-datasets/)

  - Japanese version: [link](https://machinetalk.org/2019/03/13/introduction-to-tensorflow-datasets-jp/)

TODO:

- Add Pytorch implementation

- Write blog post for Quora data

6/ [POS tagging](https://github.com/ChunML/NLP/tree/master/pos_tagging)

Done:

- Pytorch implementation for toy example

TODO:

- Update Pytorch implementation for real dataset

- Add Tensorflow 2.0 implementation

- Write blog posts