Go ahead and tell one of your friends. Having support is essential in this process. If they are true fiends they will support you with this decision. I think its a fabulous idea. It doesnt have to be a big deal ya know? You can just say that you are not drinking nothing big. I doubt anyone will notice.
Although, going to a party when one has just stopped drinking puts a person on shaky ground. Keep that in mind.