Machine learning and satellite imagery predict flood vulnerability in Mwanza and visualise where it intersects with urban expansion. A time slider runs 2015-2026, an AI risk explorer ranks zones by risk score, and smart policy pop-ups return “no-build zone” or “safe expansion zone” recommendations for planners, responders and policy makers.
