Cooper joined the Georgia National Guard to capture Pancho Villa in Mexico in 1916. He finished military service in March 1917 to work for the "El Paso Herald". When he went back to the Georgia National Guard, he was chosen to be a lieutenant, but he said no to the offer. He then went to the Military Aeronautics School in Atlanta to learn how to fly planes. He finished school with high marks.