It happened around 10:00 p.m. at 61st and Osage Streets.
The male victim is in critical condition after being shot in the stomach.
The female victim was shot in the hand and is in stable condition.
A 1-year-old baby was sitting in a stroller nearby but was not injured.
Police looking for the gunman who fled the scene.