Alternative to Matrix Calculus via Index Notation

Differentiating vector and matrix functions is more efficiently achieved through ordinary differentiation of individual indices rather than learning complex matrix calculus rules. This method remains universal and avoids the specific structural constraints required by standard matrix calculus rules.