Cemberlitas turkish bath - i havent done this but it is apparently amazing.
Basilica Cistern is a very interesting underground cistern but not critical to a visit.
Grand Bazaar is fun and definitely worth checking out, but if you dont want to shop you could get in and out without too much difficulty.