The shooting happened at around 5:42 a.m. (10:42 GMT) in the Englewood neighborhood with the suspect fleeing the scene.
Four injured persons are currently hospitalised, including two in critical condition.
Earlier on Tuesday, at least two people were shot dead and two others injured following a shooting at the Mueller Co. plant in Albertville, Alabama, according to reports.