Ebook: Elements of Dimensionality Reduction and Manifold Learning

Explains the theory of fundamental algorithms in dimensionality reduction, in a step-by-step and very detailed approach.
Useful for anyone who wants to understand the ways to extract, transform, and understand the structure of data.
Appropriate as an advanced textbook, an in-depth supplementary resource, or for researchers or practitioners.