The logarithm of a matrix is an extension of the logarithm function from scalars to matrices, providing a matrix B such that when exponentiated, it returns the original matrix A, i.e., exp(B) = A. It is primarily defined for invertible matrices, particularly those that are positive definite, and is used in various applications like solving matrix equations and in differential geometry of matrix manifolds.