Apply for a building permit and find out....I see no reason why you cannot. You have the right to practice with your guns. See Ezell v. Chicago.
Cost of bldg permit = zero, if denied
Cost to appeal before board = zero
Cost to appeal to court = some $$, see courthouse or statues