I couldn't give any legal advice related to your situation, but the law states (with very few exceptions) that apart from established ranges where it's permitted, shooting an airgun within L.A. City limits is considered to be the same as discharging a firearm.
L.A County is an entirely different story and one needs to look up the laws for the specific locality. I regularly (and legally) shoot airguns within L.A. county.