The shooting occurred shortly before 9:30 p.m. Wednesday near the intersection of 22nd Street and Hooper Avenue.
One of the victims died after being taken to the hospital. The other was hit in the leg.
The victims are in their late 40s and police say neither of them is a gang member. Police said the suspect, only identified as a male, ran from the scene.