Most of this book concerns supervised learning methods such as regressio...

In this chapter, we discuss the support vector machine(SVM), an approach...

In this chapter, we describe tree-based methods for regression and class...

So far in this book, we have mostly focused on linear models. Linear mod...

However, the linear model has distinct advantages in terms of inference ...

Resampling methods are an indispensable tool in modern statistics. In th...

In this chapter we discuss three of the most widely-used classifiers: lo...

Simple Linear Regression It assumes that there is approximately a linear...

Preface 只用看一句：Statistical learning refers to a set of tools for modeling...