Yes. Always use the gerund form to describe gatherings where people do hobbies where the hobby is a verb.*
Cooking club, singing club (although as the above poster says, I can't say I have ever heard of one), reading club/group, hiking, fencing, cycling, bird-watching, etc. etc.
* Sometimes the hobby might be a noun and in that case you would, obviously, just use the noun:
Chess club, sports club, and so on.