waking baby to feed at 2 weeks

Baby needs to feed every 2-3 hours so I do it every 3. At night it's rough though. He won't wake up for his feedings. I've tried changing him, wiping him with a wipe, kept him cool, undressed him and even little tapping on his bum like I'm burping him.