📰 TruthLens AI

AI-Powered News Verification System

TruthLens AI is a Machine Learning web application that predicts whether a news article is likely Real or Fake using Natural Language Processing (NLP).

🌐 Live Demo

Streamlit App: https://truthlens-ai-nzhzfbrcgl6zz2k7cl6syf.streamlit.app

📸 Screenshots

Home Page

Prediction Result

🚀 Features

• Detects Real and Fake News
• AI-powered prediction using Machine Learning
• TF-IDF text vectorization
• Logistic Regression classifier
• Confidence score display
• Interactive Streamlit web interface
• Responsive and easy-to-use UI

🛠️ Tech Stack

• Python
• Streamlit
• Scikit-learn
• Pandas
• NumPy
• Pickle
• Git & GitHub

📁 Project Structure

truthlens-ai/
├── data/
│   └── news.csv
├── models/
│   ├── logistic_regression_model.pkl
│   └── tfidf_vectorizer.pkl
├── notebook/
│   ├── app/
│   │   └── app.py
│   └── eda.ipynb
├── requirements.txt
├── README.md
└── .gitignore

▶️ Run Locally

pip install -r requirements.txt python -m streamlit run notebook/app/app.py

📊 Machine Learning Pipeline

Dataset ↓ Data Preprocessing ↓ TF-IDF Vectorization ↓ Logistic Regression ↓ Prediction ↓ Confidence Score

🎯 Future Enhancements

• Improve model accuracy with larger datasets
• Compare multiple ML models
• Add prediction history
• Add news category classification
• Enhance UI and visual analytics

👩‍💻 Project By

Abhilasha Mishra

B.Tech Computer Science (AI)

AKTU