There are many money exchangers in Doha as well as banks. Just go to your nearest (easy to park) location. If you go to Grand Hamad Street, opposite to Al Fardan Building there is Gulf Exchange (my personal favourite).There is Al Fardan Exchange in the Al Fardan building itself next to the Ferrari showroom.