Phishing Detection · LR vs RF

Website Scanner Feature Analysis Model Comparison Dataset Explorer Research Results

Phishing Website Detection Using Machine Learning

Analyze website characteristics using Logistic Regression, Random Forest and XGBoost.

Enter Website URL

Download the page and analyse its HTML, text and JavaScript. Sites that block plain downloads or build their content with JavaScript are loaded in an isolated headless browser. If the page still cannot be retrieved, the URL-only models are used.

University research project. Predictions are statistical estimates from Logistic Regression, Random Forest and XGBoost models — a “legitimate” result is not a safety guarantee.