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project-moderator-bot 💻

A "state-of-the-art NLP model" trained on 150,000 twitter comments using Bi-Directional LSTMs and 1-D Convolutions , working as the brain of a discord bot to morderate chat rooms and kick/ban abusive users.

Demonstration Video :-

https://drive.google.com/file/d/1E0os4yYhm-YNocMgISNoXMPuKbB2GgMz/view?usp=sharing

Takeways from the Project :-

  1. Model Trained on 150K real-world comment texts after being preprocessed with regex.
  2. Use of Bi-Directional LSTM and Conv1D with Spatial Dropouts.
  3. Use of tensorflow-lite api in model quantization and retaining of its efficiency.
  4. Deployment of the model for a widely used case of Moderation.

👉 Screenshot of the model in working on a discord channel :-

Image of Model

P.S :-

  • The requirements.txt file is present in the "deployment scripts" folder of this repo.
  • We will be happy to see your sugesstions on further addition of new features to the bot.
  • Please create relevant issue in the Issues section.


Team Gray-Interface ✖️ HackSlash