To avoid overfitting, a new regularization term R(θ ) is added to the objective regularization function in Eq. 5.13, resulting in the following objective for a batch of m examples (slightly rewritten from Eq. 5.13 to be maximizing log probability rather than minimizing loss, and removing the 1 m term which doesn't affect the argmax):