Machine Learning, Data Science, Towards Data Science.
performance of the model on testing data. That is the real test. On the training data, the model performs quite well. The adjusted R-squared is 0.815 => the model can explain 81% variation on training data. However, for the model to be acceptable, it also needs to perform well on the testing data.