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
DONE:
TODO:
- Rewrite in Tensorflow 2.0
- Add Pytorch implementation
- Write blog posts
- Add more types of embeddings such as GloVe, etc
2/ Text Generator
DONE:
- Tensorflow implementation (both in 1.x and 2.0)
- Blog post for Tensorflow implementation: link
- Pytorch implementation
- Blog post for Pytorch implementation: link
3/ Machine Translation
DONE:
- Tensorflow implementation (no-attention/Bahdanau/Luong)
- Blog posts for Tensorflow implementation:
TODO:
- Add Pytorch implementation
- Blog post for Pytorch implementation
- Rewrite in Tensorflow 2.0
- Blog post for Tensorflow 2.0 implementation
4/ Chat Bot
Done:
- Tensorflow implementation
TODO:
- Rewrite in Tensorflow 2.0
- Add Pytorch implementation
- Write blog posts
5/ Sentiment Analysis
Done:
- Tensorflow 2.0 implementation for:
- IMDB Movie Reviews Classification
- Quora Insincere Questions Classification
- Blog post for IMDB:
- English version: link
- Japanese version: link
TODO:
- Add Pytorch implementation
- Write blog post for Quora data
6/ POS tagging
Done:
- Pytorch implementation for toy example
TODO:
- Update Pytorch implementation for real dataset
- Add Tensorflow 2.0 implementation
- Write blog posts
