Chapter 1 Introduction

These notes contain both the theory and the practice for the statistical methods presented in the course. The emphasis is placed on building intuition behind the methods, gaining insight into their properties, and showing their application through the use of statistical software. The topics we will cover are an in-depth analysis of linear models and different variants, their extension to generalized linear models, and an introduction to nonparametric regression.