Hate Speech Analysis using Machine Learning

Pubblicato il: 01 maggio 2025
sul canale di: Mohammad Roshan
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🎯 Hate Speech & Offensive Language Detection Using Python | Machine Learning Project

🚀 In this project, we’ve built a Text Classification System using Natural Language Processing (NLP) and Machine Learning that detects and classifies comments into:

Hate Speech

Offensive Language

Clean / Neutral Comment

💻 Technologies Used:

Python

NLTK (Natural Language Toolkit)

Scikit-learn (Decision Tree Classifier)

Tkinter (GUI Development)

Pandas & NumPy

PIL for logo/image display

✨ The system features:

Clean and interactive GUI

Real-time prediction

Comment classification using trained ML model

Preprocessing with stemming and stopword removal

🎯 Purpose:
To help filter out harmful or offensive comments on social platforms and maintain respectful digital interactions.

📁 Dataset:
The model is trained using a dataset containing thousands of labeled tweets.

💡 Great for B.Tech/MCA mini projects, AI/ML demos, or Python-based NLP applications.

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