The training set is the part that estimates model parameters.
The validation set is the part that estimates the optimal value of the penalty, and assesses or validates the predictive ability of the model.
The test set is a final, independent assessment of the model’s predictive ability. The test set is available only when using a validation column.

Help created on 7/12/2018