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Extreme Gradient Boost is referred to as XGBoost. In contrast to Gradient Boost, XGBoost uses regularization parameters to prevent overfitting. In order to learn about XGBoost we first need to know about Gradient Boosting. Gradient Boosting One well-liked boosting approach is gradient boosting.