This is the basic motivation of Principle Components Analysis. It does not include the Math behind it. By the illustrative example of a giraffe I try to illustrate the meaning of correlated dimensions and the impact of changing the frame of reference.
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PCA | Principal Components Analysis explained by a Giraffe | NatokHD