Derby Pie is a pastry created in the Melrose Inn of Prospect, Kentucky, United States, by George Kern with the help of his parents. It is often associated with the Kentucky Derby.The pie is a chocolate and walnut tart in a pie shell with a pastry dough crust. It is made with walnuts and chocolate chips.