AMP Pages on HTTP or HTTPS?

These are really two separate questions: if you're thinking of implementing AMP, that shouldn't affect your choice between HTTP and HTTPS in any way.

So you have two choices to make: "do you want to implement AMP?" (and it sounds like you do); and "do you want to go HTTPS?", for which I've written an answer here.