Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
experience. The true test for model evaluation is to see how the model behaves when you input values that have not been in the training set. It is here that a model can start to predict strange. The model evaluation parametric used for building a model do not really work at this stage. Here, it is