The crash occurred just after midnight in the northbound lanes of Western Avenue at 93rd Street.
Surveillance video showed the moment the car collided with a parked vehicle as another vehicle sped by. The driver died at the hospital, Los Angeles police said.
The other vehicle, described as a black four-door sedan, did not appear to stop.
The homeowner who captured the surveillance video said dangerous driving is common in the area.