Parameter

Meaning

n_estimators

Number of basic models

max_depth

Maximum depth of decision tree

learning_rate

Weight of the model generated by each iteration (learning rate)

objective

Given loss function

reg_alpha

Weight of L1 regular term

reg_lambda

Weight of L2 regular term