Question $1.(6$ marks$)$

$($a$)(3$ marks$)$ Describe the three types of layers that are typically found in a convolutional neural network.

Include a description of how the activation values are computed at each type of layer.

$($b$)(3$ marks$)$ With the aid of a diagram, describe the structure of a convolutional neural network that

could be used for an image classification task.