CPU is for processing everything in your computer, mounted on
your motherboard.
GPU is for image processing, typically mounted on your graphics
card.
CPU can do the job of GPU if required, but having a GPU saves
your CPU from doing it and hence, your CPU can work on other
jobs.
Yes, what differences are there in terms of transistors and
cores?