The only family I have in the military are in the Air Force, so I don't have any reason to prefer one over the other, but from childhood, I've preferred Navy.
We had a thread about this a long time ago - which side you prefer in rivalries that have nothing to do with your teams. Duke-UNC, UM-OSU, etc.
I pull for Navy, and I don't know why.