This book introduces students to modern day analysis techniques, with an emphasis on a domain of applications of interest to financial engineering. It is both computational and mathematical in nature. Most problems considered are formulated in a rigorous manner. The book is divided in to three parts; Part I: Exploratory Data Analysis, Part II: Regression, and Part III: Time Series and State Space Models.