The incident occurred just before 1:30 a.m. on the unit block of East Garfield Street.
According to police, bullets went through the first floor of the house.
One window was shot up.
Police recovered several shell casings on the street.
The suspect fled the area and no one was hurt.
Police are reviewing the area surveillance cameras.