We have taken off the opposite way and have seen quite a few take off the opposite way. Always thought it was the wind, but many times only one plane takes off the opposite way and the very next takes off the normal way.

Just speculation, but wonder if it is a pilot that is not cleared to take off the normal way yet. Or maybe it is just convenience if there is no incoming traffic that they have to be concerned about.