Maybe you missed my point but I was talking about calculus in the theoretical sense i.e study of functions in the reals.

In every way you are referring to people using calculus in an applied sense always been reliant on linear algebra. Python libraries for doing backpropagation is built on numerical techniques that computes and is definitely not just manipulating symbols and calling it chain rule.