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This video shows how to generate a region of interest (ROI) and perform classification with algorithms: Random Forest (RF), Support Vector Machine (SVM) and K-Nearest Neighbors (K-NN). It was made to demonstrate to laboratory colleagues (Lsie-UnB) and people who are interested in the Abílius digital image processing software. Abílius Software Link: https://drive.google.com/drive/folder... SNAP Software Link: https://step.esa.int/main/download/sn... Sentinel Image Download Link: https://scihub.copernicus.eu/dhus/#/home User's Guide: https://sentinel.esa.int/web/sentinel... Channel creator: Maria Damasceno Bitencourt, Geographer; PhD student in Geography at the University of Brasília-UnB; Specialized in Geoprocessing and Georeferencing.