Police said the chase started in Panorama City.
The suspect was wanted for a parole violation because he had a gun in the car.
No one in the house was hurt, but the car hit an air-conditioning system and some Freon did leak.
The suspect was injured in the crash and taken to a local hospital.
His condition has not yet been released.