Differentiation: Implicit Functions
Suppose we know that
$$x^2+y^2=1,$$
and want to calculate gradients on this curve.
Note, using the Chain Rule, that
$$\frac{d}{dx}(y^2)=\frac{d}{dy}(y^2)\times\frac{dy}{dx}.$$
It follows that if we differentiate our curve equation with respect to $x$
we obtain
$$2x+2y\frac{dy}{dx}=0,$$
from which we get that
$$\frac{dy}{dx}=-x/y.$$
This technique is known as implicit differentiation. Using it, it's
easy to prove results such as
$$\frac{dx}{dy}=\frac{1}{dy/dx}.$$