Textbook: Introduction to Mathematical Statistics (7th ed). Hogg, McKean, and Craig. (Prentice Hall).
Chapter 1 Probability and Distributions (notes)
Chapter 2 Multivariate Distributions (notes)
Chapter 3 Some Special Distributions (notes)