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Fake News Detection - Coggle Diagram
Fake News Detection
🔄 System Workflow
News Article Input
↓
Text Analysis
↓
NLP Processing
↓
Machine Learning Classification
↓
Fake / Real Prediction
↓
Confidence Score
↓
Result Visualization
🛠️ Technologies
Python
NLP
Machine Learning
Scikit-learn
Pandas
Streamlit
🤖 Machine Learning
Classification algorithms
Model training
Fake vs Real classification
Model evaluation
🖥️ Web Application
Streamlit
User-friendly interface
Enter / analyze news content
Display prediction
📰 News Data
News articles
Article text
Content information
🔍 Text Analysis
News article text analysis
Text processing
Content analysis
🧠 Natural Language Processing
NLP
Text preprocessing
Text features
📊 Prediction
Fake News
Real News
Confidence Score
📈 Model Performance
Performance evaluation
Data visualization
Classification results
🎯 Goal
Support content verification
Flag potentially misleading news