  Some general problems of Jacobian computations in non-full rank matrices are
discussed in this work. In particular, the Jacobian of the Moore-Penrose
inverse derived via matrix differential calculus is revisited. Then the
Jacobian in the full rank case is derived under the simple and old theory of
the exterior product.
