I always pack all of my camera stuff in my carry-on. The TSA web site recommends that you do not pack electronics and fragile items in a checked bag, and I'd say that a memory card qualifies as both.
If you are concerned about screening, the TSA web site also states that the screening equipment will not affect digital cameras and electronic image storage cards.