This theoretical and practical course is based on the two previous UEs. It aims to apply practical cases in urban geography and planning the approaches of multi-stage remote sensing based on methods of image processing in machine learning for the identification of geographical objects, the construction of maps of land uses, exposures, risks, predictions, etc.