How to test model developed using the Regression Learner App

I am working on some oil data trying to build a model for future predictions. My challenge has come with the testing of the chosen GPR model. Having split my original data into the train and test datasets, and trained, i find that my response when testing with the test dataset is poor. How can I handle this?