detoxify

Chrome extension which detects, classifies and highlights toxic comments under Youtube videos

Devpost Link

There are three parts in the application:

1. Modelling

   • toxic_lstm_with_identities.ipynb - LSTM model which also takes into the account mentioned identites (main model for this project!)
   • youtube_api.ipynb - shows how to use youtube API in python
   • toxic_lstm.ipynb - LSTM model training
   • inference.ipynb - inference
   • bert.ipynb - BERT training (work in progress)

The model is built using the dataset from recent Jigsaw Kaggle competition.

2. Chrome Extension

   • Go to chrome://extensions
   • Enable Developer mode by toggling the button in the upper-right corner
   • Use the 'Load unpacked extension' option and select the folder, containing the extension

3. Flask App