Applied Multivariate Analysis by Dr. Amit Mitra, Dr. Sharmishtha Mitra, Department of Mathematics and Science, IIT Kanpur.
Basic concepts on multivariate distribution - I
Basic concepts on multivariate distribution - II
Multivariate normal distribution - I
Multivariate normal distribution - II