Officers responded to a report of a shooting in the 9600 block of Birch Street at about 10:40 p.m., Officer Kevin McDonald said.
When officers arrived, they found three people suffering from gunshot wounds, McDonald said.
All three were transported to a hospital to be treated for their injuries, which are not considered life-threatening, he said.
The suspects fled the scene of the shooting and remain at large, McDonald said.
The shooting is under investigation.