\( \textup{reg} \)

The symbol \(\textup{reg}\) represents a regularization function, also known as penalty term or regularizer. The addition of a regularizer results in the learning algorithm trying to optimize for both loss and regularization. This will result in a simpler model, at the possible cost of reduced performance.