I was under the impression that basically the only type of people they take are air force pilot types with lots of flight experience in military aircraft...
i guess its possible they would take someone who has no military or flight experience, but given that the competition is so steep, i would guess it would put you at a significant disadvantage compared to all the military types who apply for the astronaut program