Duke completed his internship in internal medicine and his residency in general surgery at Dallas' Parkland Memorial Hospital in 1965. During his residency, Duke was the first surgeon to receive President John F. Kennedy at Parkland after he was shot in Dallas in 1963, then attended to the wounds of then Texas Governor John Connally.