https://github.com/zakroum-hicham/hate_speech_detection

Hate Speech Detection using Deep Learning(LSTM)
https://github.com/zakroum-hicham/hate_speech_detection

deep-learning hate-speech-detection lstm nlp text-classification

Last synced: 4 days ago
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Hate Speech Detection using Deep Learning(LSTM)

• Host: GitHub
• URL: https://github.com/zakroum-hicham/hate_speech_detection
• Owner: zakroum-hicham
• Created: 2024-09-30T14:23:09.000Z (about 2 months ago)
• Default Branch: main
• Last Pushed: 2024-10-29T20:12:30.000Z (16 days ago)
• Last Synced: 2024-10-29T20:47:10.909Z (16 days ago)
• Topics: deep-learning, hate-speech-detection, lstm, nlp, text-classification
• Language: Jupyter Notebook
• Homepage: https://hate-speech-lstm.streamlit.app/
• Size: 3.92 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Hate_Speech_Detection

## **Try the model** : https://hate-speech-lstm.streamlit.app/

## ---> Hate Speech Detection using Deep Learning(LSTM)

### 1) model architecture

![Screenshot 2024-09-30 143930](https://github.com/user-attachments/assets/c763ebb2-920d-416d-914f-5b744b987b05)

### 2) callbacks used in the model to make the model more accurate 

![Screenshot 2024-09-30 144003](https://github.com/user-attachments/assets/5fa3cf8b-8773-4654-ab66-0f044b1dcf64)

### 3) training process

![Screenshot 2024-09-30 144221](https://github.com/user-attachments/assets/bbf81b4e-73bd-4715-8e4e-6b10d80f50c9)

### 4) ploting the loss and accuracy results during training

![Screenshot 2024-09-30 145114](https://github.com/user-attachments/assets/64828a7c-78ac-48c0-b229-684c0054b3f2)

![Screenshot 2024-09-30 145053](https://github.com/user-attachments/assets/1fa88d36-67eb-415d-b888-9e4e68ed8984)