About Fairfax District. The Fairfax District has long been an eclectic neighborhood mixing historic L.A. architecture, a large Hollywood studio, a rooted Jewish community, and distinct retail scene. With Fairfax Avenue serving as the main street of this neighborhood, the district has retained its character while welcoming a new generation of restaurants, shopping and creative tenants. The Fairfax District is located just west of West Hollywood, below Hollywood and north of the Miracle Mile.