Matrix differentiation deals with the differential calculus involving matrices and vectors (which are \(n\times 1\) matrices). The differentiation of the functions with vector or matrix argument will be of great importance when treating some matrix calculus issues dealing with regression and other statistical methods. When needed, we will tacitly assume that vectors and matrices combined in the various products to be differentiated are conformable.