Machine learning is applied statistics. Elements of Statistical Learning was written by profs at Stanford and is free on the internet. It might be a bit hard since they don't really teach stats in high school. O'Reilly has a few ml books. I liked Programming Collective Intelligence it is beginner friendly and would probably help you come up with project ideas.