No, lease agreements do not need to be notarized in Georgia. Some states require leases of a certain length to be notarized, but that is not the case here.
If the landlord and tenant agree, they can have the lease notarized for additional legal protections. However, this is not required in order for the lease to be enforceable.
The information for this answer was found on our Georgia Residential Lease Agreement answers.