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 :-

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.

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Team Gray-Interface ✖️ HackSlash