The shooting happened just after midnight at E. 118th and Luke.
Three people were shot by the five bullets fired off.
A 23-year-old female - identified as Cherelle Taylor - died from a gunshot wound to the chest. A 32-year-old male was shot in the right hand and a 25-year-old was shot in the left arm.
The two males are listed in stable condition at Metro Health Medical Center.
The suspect fled on foot and remains on the loose.