In this book we cover the essentials of the foundations of statistical modeling. We begin with the concepts and properties of statistical distributions, and describe important properties of the various frequently encountered distributions as well as some of the more exotic but useful ones. We have an extensive section on matrix properties that are fundamental to many of the algorithmic tec…