Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
As you can see below, a dataset can be split in a train and test dataset. In fact, it is often split in training, validation, and testing. Now, you can do this once, or you can do it multiple times. This is where cross-validation comes in. As a very nice internal validation technique,