Or, you can go to your profile/modify profile/notifications...
where it says "For topics and boards I've requested notification on, notify me of:'...click the dropdown box. If you want to turn off all notifications click "Nothing at all"
If you only want to turn off notifications for some threads, look below that dropdown box and you'll see the list of threads you've requested notification for. Check the box, and click "Unsubscribe'.