Melt 2 tablespoons butter in a skillet (preferably nonstick) over medium heat and add potatoes; shape into a disc. Cook until golden brown, about 10 minutes, adjusting heat as necessary.
Slide cake onto a plate, cover with another plate and invert. Add more butter to the pan and slide cake back in. Continue cooking until browned all over, turning again if necessary.