What's the difference between the gradient of function f and dotting nabla with f?

Also how is picrel not the gradient? Looks like gradient to me. But it's the total differential. And how is that diffent from the derivative of f?

This shit is fuckin convoluted. And next I have to understand divergences, curls, laplaces..