Reference for Covariance and Covariance Matrices from wiki.
Variance : measure how much a single random variable varies
Covariance: measure how much two random variable varies together
Covariance Matrix: covariance in the form of matrix for higher dimension of scalar-valued random variable
Refernce for matrix from wiki
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