I think ML needs to be more like compilers. Compilers are REALLY COMPLEX, they have a lot of math, a lot of algorithms, and they deal with the huge complexity of modern processors. Yet, to us, they are a button. You press compile, it compiles. Simple as that.

What we see is the programming language, all else is swept to the compiler and hidden from most.