A Visual Learner’s Guide to Explain, Implement and Interpret Principal Component Analysis (PCA)

Linear Algebra for Machine Learning — Covariance Matrix, Eigenvector and Principal Component

Destin Gong
Towards Data Science
11 min readJan 25, 2023

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Principal Component Analysis for ML
Principal Component Analysis for ML (image from my website)

In my previous article, we have talked about applying linear algebra for data representation in machine learning algorithms, but the application of…

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