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We will learn the covariance matrix is an nxn matrix (where n=number of data sets) such that the diagonal elements represents the variances of each data set and the off-diagonal elements represent the covariances between the data sets.
Next video in this series can be seen at:
https://youtu.be/OHojomysBJM