Place the potatoes in a large pot and cover with cold water. Bring to a boil and cook until fork-tender, about 10-15 minutes. Drain and let cool until easy to handle.
Peel the potatoes and coarsely shred on the large holes of a box grater.
In a large bowl, stir together the shredded potatoes, 2 ½ cups of cheese, and all of the sour cream. Season with salt and pepper to taste.
Transfer the mixture to a greased 1 ½ - 2-quart baking dish and sprinkle the remaining ½ cup of cheese on top.
Bake, uncovered, at 350°F for about 25 minutes, or until heated through and the cheese is melted and lightly golden.
Let rest for 5-10 minutes before serving. Garnish with parsley, chives, or paprika, if desired.