Dimensionality Reduction

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MNIST is a computer vision dataset, classic example is the set of handwritten digits

Principal Axis Theorem


PCA, principal component analysis

applying orthogonal tranformations to convert a set of correlated variables into a set of linearly uncorrelated variables, called principle components

Covariance is a measure of joint variability of two random variables