Chapter # 09
Principal Component Analysis (PCA)

Introduction

Introduction (Cont’d)

Why Dimension Reduction?

Visualizing High Dimensional Data

Curse of Dimensionality

Curse of Dimensionality (Cont’d)

Curse of Dimensionality (Cont’d)?

Collinearity?

Collinearity (Cont’d)

Collinearity (Cont’d)

Mitigating the Curse of Dimensionality and Collinearity by Dimension Reduction

What is Principal Component Analysis (PCA)?

What is Principal Component Analysis (PCA) (Cont’d)

What is Principal Component Analysis (PCA) (Cont’d)

What is Principal Component Analysis (PCA) (Cont’d)

What is Principal Component Analysis (PCA) (Cont’d)

What is Principal Component Analysis (PCA) (Cont’d)

Strength and Weakness of PCA

Questions or Queries

Questions

Queries