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optuna_params = {'n_estimators': 474, 'max_depth': 12, 'learning_rate': 0.17092496820170439, 'subsample': 0.8681931753955343, 'colsample_bytree': 0.6753406152924646, 'reg_lambda': 8.439432864212677, 'reg_alpha': 1.6521594249189673, 'gamma': 9.986385923158347, 'min_child_weight': 11, 'random_state': 69, 'objective': 'binary:logistic', 'tree_method': 'gpu_hist'}