Does he like me even though he doesn't talk to me much?

Yes, these are possible signs that he is interested in you. Boys are too shy to ask girls out. You should be very flattered if he's taken a shine to you, but if these things are just a coincidence, then that's that. I am not an expert in these matters: I have only ever had one 'boyfriend,' and I don't think he even was one. I do not know a lot about relationships but I am putting myself in his place and I kind of get the grasp of what's going on. Make the effort to talk to him more, and make eye contact and smile. I hope things work out for you.