Neural Networks, Deep Learning, Mathematics, Linear Algebra, Differential Calculus.
Image by myself we can see below how sig or sigmoid(o1) affect total error, that's how partial differentiation comes to action. as you can see above total error depends on target(o1),sig(o1),target(o2) and sig(o2). finding partial differential means differentiation of function with respect to one