Parameters Tuning

This page contains parameters tuning guides for different scenarios.

For Better Accuracy

• Use large max_leafs and max_depth (may be slower)

• Use bigger training data

Deal with Over-fitting

• Use Bagging to generate more BoostTrees

• Use bigger training data

• Try min_sample_leaf_list, reg_alpha_list and node_model for regularization