A few additional lectures on the Multivariate Normal Distribution are essential to provide a well-rounded and complete introduction to essential concepts of probability and statistics. My own textbook provides a good intro to the Multivariate Normal Distribution. This needs to be separated from the text and aligned with the presentation of materials in the first seven lectures.
Introduction to Probability and Statistics by Asad Zaman on Scribd