It happened around 11:45 p.m. Saturday at Eisenhower and Coolidge avenues.
Police say the suspect shot at two people and then went into an apartment building.
SWAT units were called to the scene and eventually entered a unit, but did not find the suspect.
Police have not released the conditions of the two shooting victims.