
\label{eq:sgd.saddle}
\Delta E = \frac{\partial f}{\partial x} \Delta x + \frac{\partial f}{\partial y} \Delta y = 2x \Delta x - 2y \Delta y\;\enspace\mathrm{where}\enspace E(x,y) = x^2 - y^2.
\qquad(76)