The incident happened in the 13600 block of Thistle Avenue at about 1 a.m.
The sheriff's homicide bureau said one of the men died inside a vehicle. The other victim was taken to a hospital in unknown condition.
Their names were not released.
If you have any information about the shooting, you're urged to call the Los Angeles County Sheriff's Department's Homicide Bureau at (323) 890-5500.