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Lecture
SVD: Singular Value Decomposition
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Related lectures (23)
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Singular Value Decomposition: Applications and Interpretation
Explains the construction of U, verification of results, and interpretation of SVD in matrix decomposition.
Matrix Decomposition: Triangular and Spectral
Covers the decomposition of matrices into triangular blocks and spectral decomposition.
Singular Value Decomposition
Covers the Singular Value Decomposition theorem and its application in decomposing matrices.
Linear Algebra Review
Covers the basics of linear algebra, including matrix operations and singular value decomposition.
Linear Systems: Diagonal and Triangular Matrices, LU Factorization
Covers linear systems, diagonal and triangular matrices, and LU factorization.
Matrices and Quadratic Forms: Key Concepts in Linear Algebra
Provides an overview of symmetric matrices, quadratic forms, and their applications in linear algebra and analysis.
Singular Value Decomposition
Covers the Singular Value Decomposition theorem and its applications in practice.
Singular Value Decomposition: Image Compression and Applications
Covers Singular Value Decomposition, focusing on its application in image compression and data representation.
Decomposition Spectral: Symmetric Matrices
Covers the decomposition of symmetric matrices into eigenvalues and eigenvectors.
Spectral Decomposition
Explores spectral and singular value decompositions of matrices.