ML-Based Network Intrusion Detection System

Diploma thesis. A multi-segment virtual lab in GNS3 simulating a realistic enterprise network (Debian VMs + Cisco IOS router). Generated labeled datasets via ICMP flood, port-scan and SSH brute-force simulations, then trained and evaluated an ML classifier on the captured traffic.