I know a few beginners who do this:
http://velodrome.org/mva/node/30
It's in Redmond, right up Lake Sammamish Pkwy from you. There's also the races at Seward Park in Seattle if you want to go a little further:
http://static.wsbaracing.com/flyers/...yFlyer2010.pdf