Floods have large consequences for communities and individuals. Better flood forecasting would lead better real time warnings and planning, leading to enhanced social sustainability in the region. The proposed project merges the potential of Earth Observation data with Computer Vision and Machine Learning technologies, to create improved flood forecasting and mitigation.