Maybe not in our nation's capitol.
Even after Heller, guns inside your home still must be registered with the Metropolitan Police Department. It is a daunting task and few people have actually gone through the process. Getting ammunition and extra magazines without going into Virginia would be virtually impossible.
When I worked in the District, I didn't live in the District. There is a reason for that.
Be safe.