I've been having thoughts of trying out the track... but the beginner sessions are Saturday mornings - always a race on Saturday mornings.
The only velodrome I've ridden is this one after consuming several beers at the Tour de Fat, a bike & beer festival put on by New Belgium Brewing:
The hardest part was riding a cruiser.