The shooting happened just after 2:30 a.m. near Tacuba Drive and La Mirada Boulevard, according to the Los Angeles County Sheriff's Department.
All three individuals shot were taken to the hospital. Authorities said one of the victims was in surgery Sunday morning, but the condition of the other two were unknown.
It remains unclear what exactly led up to the shooting.
Deputies did not release information on a suspect or possible motive.