Good point, I was thinking more about people using ML in a professional capacity. It's interesting to think about how best to teach it, and it totally seems reasonable to save the math for later in some cases. Another interesting challenge is that ML fails in less obvious ways than coding in general, and maybe in some way, intuition for that is something to be taught early.