Where could high school graduates go for further education to become teachers?

If you mean what colleges specifically, I know for sure that big colleges like NYU does this. And even if that's far from where a future teacher wants to study, there are so many smaller colleges that offer this as well. But if you mean what degrees you need, you will definitely need a bachelor's and master's.