(1) Background: The aim of this paper was to study landslide susceptibility mapping based on interpretable machine learning from the perspective topography differentiation. (2) Methods: This selects three counties (Chengkou, Wushan and Wuxi counties) in northeastern Chongqing, delineated as corrosion layered high middle mountain region (Zone I), (Wulong, Pengshui Shizhu southeastern mountainous...