Building a 1 layer thick brick wall over drywall
Assuming the bricks would be adequately supported from below, you would use brick ties (attached to wall studs on one end, and embedded in mortar on the other) to give your brick wall vertical stability.

If you want the look of brick wall with less effort, you can just install brick-look tiles on a suitable backer board onto your existing wall.