Mr$.$ Ram has opted to create an object detection system using an input image of size $(64*64*3)$ which detects five different objects from the image such as a car, bike, tree, person, and traffic light.

Explain and discuss,

$1.$ How do you prepare the training data for the above task? Illustrate the same in detail.

$2.$ Elaborate on the chosen architecture and its working principle.