Please see my solution on https://github.com/denizstij/Landslide-Prevention-and-Innovation-Challenge. which utilize LightGBM and many derived features. I had not time or resource to reduce # of features hence it takes a bit longer time (and risk of overfitting too).

Congrats again to all winners!