# Lesson 7: Dimension Reduction Methods

### Introduction

Key Learning Goals for this Lesson: |

- Understand and know how to perform principal components regression (PCR).
- Understand and know how to perform partial least squares (PLS).
Textbook reading: Section 6.3: Dimension Reduction Methods and Section 6.4: Considerations in High Dimensions |