Question $8.(6$ marks$)$

$($a$)(3$ marks$)$ With the aid of a diagram, describe a generative adversarial network.

Include an explanation of the role of the generator and the discriminator.

$($b$)(3$ marks$)$ Describe the process of training a generative adversarial network.