Héctor Aguilera Alonso presented SARAI’s contribution to the landslide benchmark dataset shared by Massimiliano Alvioli and colleagues to compare existing methods and new methods to come for landslide susceptibility classification. In our work, we propose ensemble machine learning methods, and also spatial cross-validation with deep dense neural networks, with promising results.