As others mentioned, it's very doable as long as you're careful about it.
I would be gentle pulling the cooler off the PCB, as the GPU silicon doesn't have an integrated heat spreader, unlike a CPU (the metal part that you apply thermal paste to on a CPU). Because of this, it can be a lot easier to damage the GPU if you're not careful.