As a current example: the highest-scoring entry that has an associated notebook at the moment is basically a clean example of how to apply XGBoost [1] to this dataset. XGBoost ends up being tried in nearly every Kaggle competition, so the person isn't giving away many secrets there.

[1] https://xgboost.readthedocs.io/en/latest/