# Lesson 7: Dimension Reduction Methods

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### 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