Epoch

One complete pass through the entire training dataset during model training. Training typically involves many epochs, with the model seeing the same data repeatedly and gradually adjusting its weights each time to improve performance. Too few epochs leads to underfitting; too many risks overfitting.
See also: training, overfitting, early stopping.