A case study of the Dasjard River watershed, Iran uses a database of 306 gully head cuts and 15 conditioning factors. The database was divided 70:30 to train and verify the models. ...The results demonstrate that a combination of geographic information systems GIS with remote sensing RS based ML models can successfully map gully erosion susceptibility, particularly in low income and developing regions. ...