What are PCA loadings and how to effectively use Biplots?

A practical guide for getting the most out of Principal Component Analysis.

Erdogan Taskesen
Towards Data Science
18 min readApr 19, 2022

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Image created by the pca library. image by the author.

Principal Component Analysis is the most well-known technique for (big) data analysis. However, interpretation of the variance in the low-dimensional space can remain challenging. Understanding the loadings and interpreting the biplot is a…

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