Before revision:  Furthermore, this article aids the practitioner in understanding the matrix backpropagation methodology as part of larger computational graphs , and hopefully, leads to new lines of research .
After revision:  Furthermore, this article aids the practitioner in understanding the matrix backpropagation methodology as part of larger computational graphs .