PRO-TEST v2.0: Protest Outcome Prediction
A full-stack ML system that predicts likely security responses to protests in Iraq, Lebanon, and Egypt. Trained on 13,000+ historical protest events, the ensemble model forecasts outcomes including verbal coercion, detention, and physical force — served via a REST API with a live interactive frontend.
Production system with 83-test CI/CD pipeline, Prometheus + Grafana monitoring, and separate backend API hosted on Render.