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and for LightGBM they included boosting_type (dart or gbdt), num_leaves (from 100 to 250), max_depth (from 1 to 3), n_estimators (from 100 to 5,000), subsample (from 0.5 to 1), min_child_samples (from 50 to 200), min_child_weight (from 10 −5 to 0.1), reg_alpha (from 10 −7 to 1), reg_lambda (from 10 −8 to 1) and colsample_bytree (from 0.2 to 1)