West Los Angeles / Rancho Park lies in the Westside region of Los Angeles County. The Westside generally refers to the area that is sandwiched between Hollywood and the ocean, and includes some of LA’s most prestigious neighborhoods such as Beverly Hills, Brentwood, Century City and Westwood.