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Vector space
Review of Linear Algebra
Vector space
Vectors and their norms
Rank, trace, determinant, transpose, and inverse of matrices
Hermitian and unitary matrices
Eigenvalues and eigenvectors
Positive/Negative (semi)-definite matrices
Vector and natrix differentiation
Pseudo-inverse
Solving over-determined linear equations
Appendix
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Ruye Wang 2014-06-05