Deputies say both victims were inside a garage near Michigan and Chestnut Avenues around 6:45 pm Tuesday when a white sedan drove by and started shooting.
One person was hit in the elbow and the other was hit in the arm and leg.
Both suffered non-life-threatening injuries.
Authorities have not released a motive for the shooting but say they are searching for three suspects.