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1 Review of Matrix Algebra

1.1 Matrix
1.2 Vector
1.3 Some Particular Matrices
1.4 Basic Matrix Operations
1.4.1 The Trace Function
1.4.2 Square Matrix
1.5 Further Matrices
1.6 Orthogonal Matrices
1.7 Centering Matrix
1.8 Vectors and Matrices
1.8.1 Inner Product
1.8.2 Projection
1.8.3 Eigen Values and Eigen Vectors
1.9 Spectral Decomposition
1.9.1 Distance
1.9.2 Square Root Matrix
1.10 Practice Problems

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