Machine Learning, Generalization, Regularization, Overfitting, Bias.
learned patterns seem to generalize to the unseen validation data. The validation loss will typically be higher than the training loss, however, since not all patterns generalize, as you can see in the following graphic. If validation loss decreases as well, the learned patterns seem to generalize.