No, standard residential lease agreements do not need to be notarized in Pennsylvania.
As long as the lease is signed, notarization is optional. The landlord and tenant can agree to get the lease notarized for additional legal protections, but it is not necessary.
The information for this answer was found on our Pennsylvania Residential Lease Agreement answers.