I agree but understanding both errors and the cost function is also important as GD is used more in other places and trying the derivatives is as much important

I agree but understanding both errors and the cost function is also important as GD is used more in other places and trying the derivatives is as much important than just implementing it. That will help for beginners to understand why we need GD in the first place and how does it improve the optimization