$7.$ Suppose that you are training a neural network for classification, but you notice that the training loss is much lower than the validation loss. Which one $($or ones$)$ of the following can be used to address the issue?

a$)$Use a network with fewer layers

b$)$Decrease dropout probability

c$)$Increase La regularization weight

d$)$Increase the size of each hidden layer