Lecture 18 - Dimensionality Reduction

Objectives

• Define the dimensionality reduction problem.

• Use principal component analysis to solve the dimensionality reduction problem.

• Combine principal component analysis with k-means to solve high-dimensional clustering problems.

• Combine principal component analysis with the Gaussian mixture model to solve high-dimensional density estimation problems.