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I'd recommend looking for a copy of Harville's Matrix Algebra for Statisticians. Also download a copy of the matrix cookbook to have as a quick reference for homeworks or studying proofs. There is a similar stats cookbook that you may find helpful, but it's not as useful as the matrix one.
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