Phishing Detection

What It Solves

Detecting phishing websites using machine learning-based URL classification. Extracts 200+ features from URLs including entropy analysis, path depth, subdomain detection, and Unicode patterns. Uses ensemble of Random Forest and Gradient Boosting for high accuracy detection with low false positives.

Comparison: Base Paper vs This Project

Tech Stack

Code Structure

phishing-guard/
├── app.py                     # Main application
├── setup_env.py              # Environment setup
├── train.py                  # Training script
├── email_scanner.py           # Email analysis
├── pyproject.toml            # Project config
│
├── 03_training/              # Training pipeline
│   ├── dataset.py           # Dataset loading
│   ├── train_with_mlflow.py # MLflow integration
│   └── model_manager.py     # Model management
│
├── 02_models/               # Trained models
│   ├── phishing_classifier.joblib
│   ├── feature_columns.joblib
│   ├── feature_scaler.joblib
│   ├── classifier.py
│   └── model_metrics.json   # 99.6% accuracy
│
├── tests/                    # Test suite
│   ├── test_security.py
│   ├── test_comprehensive.py
│   └── test_cases.txt
│
├── docs/                    # Documentation
│   ├── architecture.md
│   ├── development-guide.md
│   ├── FINAL_REPORT.md
│   └── TESTING_GUIDE.md
│
├── diagram_prompts/         # UML diagrams
│   ├── 01_system_architecture.md
│   ├── 02_use_case_diagram.md
│   ├── 03_activity_diagram.md
│   └── ...
│
├── release/                 # Built executables
│   ├── phishing-guard-desktop
│   └── phishing-guard.sh
│
└── viva/                  # Presentation
    ├── Phishing_Guard_Complete_Documentation.pdf
    └── Phishing_Guard_Professional_Presentation.pptx

What's Included

• Complete source code (Python/scikit-learn)
• Trained model weights (.joblib)
• Feature extraction pipeline
• One documentation type FREE (IEEE Report / PPT / README)
• Additional documentation: +₹500 per type
• Base paper + citation
• Streamlit + FastAPI interface
• Unit tests + test cases
• Demo videos
• Email support (7 days)

Base Paper

What's Included in Documentation

Each project comes with comprehensive documentation to help you understand and present your project.