The Trafalgar class were nuclear attack submarines made at Barrow-in-Furness shipyard in Cumbria. The current Astute class were also made there.
A nuclear submarine is one with nuclear propulsion, not nuclear weapons (just like a diesel-electric submarine is one with a diesel engine and batteries, not diesel weapons).