Network Security Suite with IPTables and Machine Learning

Ultron, an advanced network security suite that synergizes iptables-based firewall capabilities with machine learning-driven phishing URL detection. The system employs the Gradient Boosting Classifier algorithm, achieving a 99% accuracy in simulated phishing detection tests, alongside features like domain blocking via hosts file modification, a custom-encrypted password manager, and a network monitoring dashboard. Iptables enforces stringent traffic policies, allowing only established connections to prevent unauthorized access. Though initial findings from controlled environments are encouraging, field tests are ongoing to ensure scalability and robustness against evasion mechanisms. Ultron is more accurate and efficient compared to current solutions and thus provides a powerful solution for securing digital ecosystems.