Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
there should not be too many differences between the train, validate, and test results. If there are, and often there are, then that is a good hint for overfitting. A different dataset is used for a different example below. Graphs to look for associations and explore the data. Model code to