XGBoost final model parameters and prediction

Question

I train XGBoost on dtrain and validate on dtest:

params = {\'max_depth\': 8,
 \'min_child_weight\': 5,
 \'eta\': 0.3,
 \'subsample\': 1,
 \'colsample_bytree\': 1,