Fake News Detection using Machine Learning

Detect whether a news article is fake or real using NLP and ML.

Tech Stack

• Python, Pandas, Scikit-learn, Streamlit
• Logistic Regression with TF-IDF
• Dataset: Kaggle Fake and Real News

📌 Features

• ✅ Classifies news as Real or Fake
• 💬 Built using TF-IDF Vectorizer and Logistic Regression
• ⚡ Interactive Streamlit app
• 🧠 Trained on real-world datasets (Fake.csv, True.csv)
• 💾 Model saved with pickle for fast deployment

How to Run

1. Clone the repo
2. Install dependencies: pip install -r requirements.txt
3. Train model: run notebook/main.ipynb
4. Run app: streamlit run app/app.py

Demo

Enter a news article in the text area, and the app will tell you if it's fake or real!