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Safe Chat


Intelligent Comment Filtering
Safe Chat Demo

About

Safe Chat is a demo project to showcase my LLM skills. I iterated through nine models that can be found in the checkpoints folder. For each iteration I adjust hyper paramters of an LSTM model, but I settled on using a GRU due to it being more efficent. I am including a graph of the train and validation loss for each iteration in graphs. Additionaly, each models performance can be viewed in model_metrics.csv. Training was done using Google Colab and data was pulled from Kaggle. The final purpose of this project was to learn Gradio and Hugging Face where I am hosting a demo using this model here: https://huggingface.co/spaces/iperkins/safe_chat

Installation Instructions

1. git clone https://github.com/Isaac987/safe_chat
2. cd safe_chat
2. pip install -r requirements.txt

Sources

Kaggle Dataset: https://www.kaggle.com/competitions/jigsaw-toxic-comment-classification-challenge

Youtube Reference: https://www.youtube.com/watch?v=ZUqB-luawZg

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A machine learning model and demo program for filtering toxic comments

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