How to test model developed using the Regression Learner App

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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?

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R2017b

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