basic_walkthrough Basic feature walkthrough custom_objective Cutomize loss function, and evaluation metric boost_from_prediction Boosting from existing prediction predict_first_ntree Predicting using first n trees generalized_linear_model Generalized Linear Model cross_validation Cross validation