@pitmaster is absolutely spot-on with this. I posted some cross-validated results using HistGradientBoostingRegressor previously in the forum: Monotonic Constraints. XGBoost has some similar hyper parameters e.g., "hist_gpu" as well as the option of monotonic constraints. But like Pitmaster I find Sklearn's version easier to use.