The shooting happened July 29 just before 9 p.m. in the 4800 block of Alabama Avenue.
Police say a man and a woman were both shot and transported to a nearby hospital. The man, identified as 35-year-old Patrick Phillips, later died. The woman was treated for non-life-threatening injuries.
Investigators released a photo of a 'vehicle of interest' described as a burgundy 2005 GMC Yukon Denali. It was last seen with MD tags A279711.
Anyone with information is asked to contact police