Gradient Boosting in Python: XGBoost, LightGBM, and CatBoost Compared
A hands-on guide to XGBoost 3.2, LightGBM 4.6, and CatBoost 1.2.10 in Python. Covers benchmarks, categorical feature handling, Optuna hyperparameter tuning, SHAP interpretability, and production deployment.