I am using GridSearchCV from the sk.learn library at the moment. When you call the predict method of GridSearchCV it always predicts on the test set with the best scoring estimator in the training set.
However there are such problems as overfitting and I would like to call the predict method with more models - for example best of three.
Is there a way to do this? From the documentation it seems not.