# Chapter 10: Advanced Risk Minimization

This chapter treats the theory of risk minimization in more depth.

## Chapter 10.1: Risk Minimizers

## Chapter 10.2: Pseudo-Residuals

We introduce the concept of pseudo-residuals and discuss its relation to gradient descent.

## Chapter 10.3: L2-loss

In this section, we revisit the L2 loss and derive risk minimizer and optimal constant model.

## Chapter 10.4: L1-loss

In this section, we revisit the L1 loss and derive risk minimizer and optimal constant model.

## Chapter 10.5: Advanced Regression Losses

## Chapter 10.6: 0-1-loss

In this section, we revisit the 0-1-loss and derive risk minimizer and optimal constant model.