Go into your career, using whatever instrument and whatever difficulty. Once you get to the screen before the gigs, select "edit rocker." From here, select "instrument" at the bottom. Choose the drums, and then customize. If you don't care what the drums look like, just select "random," or you can customize it however you desire.
After you have completed your drum set, make sure you save it.