Machine Learning, Model Selection, Hyperparameter Tuning, Learning Curve, Cross Validation.
classifier on unseen data (i.e., as an estimate of the generalization error). You report that you have found a classifier which does better than random guessing. If you had, however, used a completely independent test set for estimating the generalization error, you would have quickly discovered