Los Angeles police said the shooting happened around 5:30 p.m. near 22nd and San Pedro streets in an alley behind Numero Uno Markets.
One of the victims suffered a gunshot wound to the leg and the other person was shot in the back. No description of a shooter or shooters was available.
It was unclear what led to the shooting.
No further information was immediately available. The investigation was ongoing.