Hollywood is not a city. It is part of the City of Los Angeles. "Hollywood" is a concept and the location within Los Angeles where most of the early studios began.
I used to live in Hollywood—on King’s Road near Sunset. It was a fun and exciting place to live, even though the traffic was terrible. However, I wouldn’t want to live there today.