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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