Gunfire erupted around 9 p.m. in a parking lot near Ocean View Park, prompting a search for a gunman, police said.
Los Angeles police arrived to the scene to assist in finding the suspect.
Two victims wounded in the shooting are expected to survive. Police also said the suspect was taken into custody.
Further details, including what led up to the shooting, were not immediately released.