They broke into a home on North Curson Street at around 12:30 p.m. Friday by shattering the glass in a back door.
The alarm even went off, but the homeowner says they were in and out in only three minutes.
They swiped purses and jewelry worth more than $100,000.
The getaway car, a dark colored Infinity, was captured on several neighbors' security cameras.
Anyone with information should call the LAPD.