Like Martin said, some clubs form at the local homebrew store often with some sponsorship by the homebrew store, i.e., signage and meeting place.
I've also seen craft beer tasting clubs/bottle shares also get enough homebrew members to have regular homebrewer meetings.
Third, some homebrewers decide to form a club than find a home at a brewery or craft beer bar or hold meetings at member homes.