This project is a Machine Learning–based Real-Time Network Intrusion Detection System (NIDS) designed to identify and classify malicious network traffic in real time. It combines offline ML model ...

ML pipeline for detecting anomalous ship routes from AIS data. Pipeline to clean AIS data, label abnormal trips, compare ML models (incl. LSTM), and visualize vessel trajectories. Dockerized.