Click the "My Profile" tab near the top of this page. On the new page on the column on the left is a list of settings. Edit subscriptions is right at the top of that list. Click that and make the changes you like.
You can unsubsribe there thread by thread. Also worth setting your defaults as you like. I set it to Don't Subscribe because I find the subscription feature annoying.