Heat oil in a large saucepan over medium-high heat. Add 1¾ cups radishes and onion and cook, stirring frequently, until the onions are beginning to brown and the radishes are translucent, about 5 minutes. Add potato, milk, salt and pepper to taste. Bring to a boil, stirring occasionally.