The bank she allegedly targeted is located on Rosecrans Avenue and Main Street.
The FBI said the suspect, who was wearing a black face mask and a baseball cap, passed a note to the bank teller, demanding cash, according to the FBI. The woman then fled the building in a white sedan.
It's unclear how much money she got away with.
Anyone with information is urged to contact the FBI or the Los Angeles County Sheriff's Department.