The incident occurred near the intersection of Albany and Winchester avenues shortly before 2:30 p.m.
One person was shot during the gunfire.
He was taken to a local hospital by someone other than the responding emergency personnel.
The victim was dropped off at the hospital and whoever brought him there then took off.
Police are searching for a black SUV that was in the area of the time of shooting.
The victim is said to be alert and talking.