Phishing URL Detection
Machine learning with enhanced robustness against URL obfuscation
PRESET TEST CASES
INPUT
NORMALIZE
FEATURES
ML MODEL
RESULT
Raw URL
URL Normalization
Feature Extraction
Machine Learning Detection — Gradient Boosting (simulated)
Result & Reasons
System Architecture
User / Browser
URL Normalizer
URL + Website Feature Extraction
Machine Learning Model
Calibration + Threshold
Phishing / Legitimate
REST API / Browser Extension
PROJECT OBJECTIVES
- O1Dataset + Normalization
- O2Detection Model
- O3Obfuscation Robustness
- O4False Positive Control
- O5Real-Time Delivery