GBDT

XGBoost	LightGBM
max_depth	max_depth/num_leaves
subsample	bagging_fraction
colsample_bytree colsample_bylevel	feature_fraction
min_child_weight lambda alpha	min_data_in_leaf lambda_l1 lambda_l2
eta num_round	learning_rate num_iterations
seed	*_seed