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A Complete Guide to XGBoost Model in Python using scikit-learn. The technique is one such technique that can be used to solve complex data-driven real-world problems. Boosting machine learning is a more advanced version of the gradient boosting method. The main aim of this algorithm is to increase speed and to increase the efficiency of your competitions. The following code is for XGBOost. The code includes importing pandas as pd from xgboost import XGBClassifier from sklearn.