Just sharing this link as is very good for understanding PCA from basic
mathematics. He discussed from basic mathematics terms (mean, variance,
co-variance, eigenvalue, eigenvector)
A Tutorial on Principal Component Analysis by Lindsay I Smith
https://klevas.mif.vu.lt/~tomukas/Knygos/principal_ components.pdf
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