Weird Kaggle and the Superiority of Books
blog.griffens.net
blog.griffens.net
Nothing wrong with using XGBoost, CatBoost et al to quickly identify features that might be worth digging into even if your actual goal is to come up with a statistical model based on understanding the domain.
Good article though.