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XGBoost vs LightGBM vs CatBoost: an honest benchmark on the same data and the same budget
Under the same 20-second CPU tuning budget, CatBoost produced the best test AUC with its first configuration , despite taking roughly 11 times longer to fit than the winning XGBoost trial. XGBoost del