U-Net code for building segmentation in the deprived urban areas (slums) of Nairobi, Kenya. The analysis used satellite images as input. Funding: The research pertaining to these results received financial aid from the Belgian Federal Science Policy (BELSPO) according to the agreement of subsidy no. SR/11/380.