Suppose you have a dense neural network that is overfitting to your training data. Which one of the following strategies is not helpful to prevent overfitting?

Group of answer choices

Adding more training data

Reducing the complexity of the network

Adding more layers to the network

Applying regularization techniques, such as L$1$ or L$2$ regularization