Lesson 7: Dimension Reduction Methods

Overview Section

Textbook reading: Section 6.3: Dimension Reduction Methods and Section 6.4: Considerations in High Dimensions

Objectives

Upon successful completion of this lesson, you should be able to:

  • Understand and know how to perform principal components regression (PCR).
  • Understand and know how to perform partial least squares (PLS).