The range extends about 40 mi ( 64 km ) east-west from the Hollywood Hills in Los Angeles to Point Mugu in Ventura County . The range extends approximately 40 mi ( 64 km ) east-west from the Hollywood Hills in Los Angeles to Point Mugu in Ventura County .