# Chapter 7: Dimensionality and its Reduction#

This chapter covers dimensionality reduction, from linear methods such as PCA, NMF, and ICA, to nonlinear methods such as LLE and Isomap.

This chapter covers dimensionality reduction, from linear methods such as PCA, NMF, and ICA, to nonlinear methods such as LLE and Isomap.