If I am the beneficiary of a bank account, does that money go to the Estate?

It depends. If the account is a joint or pay-on-death account (sometimes call a "Totten Trust"), the balance in the account passes automatically to the survivor or payee on death. If the account is solely in the name of the deceased and is disposed of under a will, then the account is part of the estate and passes as provided in the will.