Yes is the quick answer, you can count on Uber anywhere in London pretty much 24/7, the absolute worst case scenario would be a surge fare, but I've gotten Uber at ~1AM on NYE and not had to pay surge. If you'd prefer some proof to go with that too: Here's a 2AM trip.