Do I need to live in Santa Monica to participate?

No.  Region 20 consists primarily of Santa Monica residents, but also includes the surrounding communities of Mar Vista, Marina del Rey & Venice.  If you do not reside in any of these communities, you are still welcome to join Region 20, but there may be another region more convenient for you.  Check the national website for details.