sentence1: various regularization schemes have been developed to prevent overfitting in neural networks , such as early stopping , weight decay , dropout , and dropconnect .
sentence2: various techniques have been proposed to implicitly or explicitly regularize the training process of deep neural networks in order to prevent over-fitting as well as to improve the generalization performance , such as dropout .