Dimensionality reduction with PCA: from basic ideas to full derivation.

In this article, we’ll build some intuition about dimensionality reduction and PCA on a simple example, then sort out the math behind it and derive the algorithm for a general case.

Gleb Kumichev
Towards Data Science
11 min readApr 13, 2020

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