Notice me senpai
It's a Japan thing. Apparently, it's from anime.
Senpai means someone you're suppose to look up to. (in this case a senior or a teacher if you're thinking of that chick from
Misao who liked her teacher.) All in all 'Notice Me Senpai' means you
want someone older than you to like you.