I sympathize, but do keep in mind that it would be very difficult to teach all the math at the same time. Imagine trying to run a course in French on analytic philosophy. If your students didn't know much French coming in, you'd be in a tough spot.
I understand. I see so many people joining the ML / AI bandwagon and I wonder if so many people really understand the maths behind it or is it as simple as calling a function?