It happened just before 8:30 p.m. Friday in the 5000 block of Germantown Avenue at Wister Street.
Police said a 30-year-old woman was shot in the neck and a 22-year-old man was shot in the hip.
Both were taken to Einstein Medical Center.
They are listed in stable condition.