The incident happened shortly after 2 a.m. Tuesday along the San Gabriel River near Pico Vista Road, according to the Los Angeles County Sheriff's Department.
The victim was taken to the hospital in unknown condition.
Authorities say she was living in the encampment on the riverbed, but details about what led up to the shooting were not available.
So far, no arrests have been made and there's no description of a suspect.