UCSC STAT 132 - week 5 - lecture 7 - Multivariate Normal Distribution
There is a typo in the end. The inverse on the covariance matrix should be cancelled. If you expand the terms, you will see \Sigma \Sigma^{-1} \Sigma = \Sigma, so there should be no more inverse.
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