Avoid potatoes that are soft or squishy to feel, and ones with green sprouts, they tend to poison the potatoes. Before cooking sweet potatoes, scrub the skin well to remove all dirt. Cut or peel all bruised or sprouted portions. Once the selection and cleaning is done, it's time to cook them in a few different ways listed here.