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Singular value decomposition
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Related lectures (28)
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Orthogonal Projections and Reflections
Covers the analytical expression of orthogonal projections and reflections in 2D space.
Singular Values: Definitions and Properties
Covers the concept of singular values in linear algebra and their properties, including diagonalization and practical examples.
Linear Algebra Review
Covers the basics of linear algebra, including matrix operations and singular value decomposition.
Spectral Decomposition
Explores spectral and singular value decompositions of matrices.
Signal Representations
Covers the norm of a matrix, operator, singular values, and unitary matrices in linear algebra.
Singular Value Decomposition: Orthogonal Vectors and Matrix Decomposition
Explains Singular Value Decomposition, focusing on orthogonal vectors and matrix decomposition.
Architectural Transformations: Design Space Exploration
Explores architectural transformations optimizing area, time, and product in digital system design.
Singular Value Decomposition
Covers the Singular Value Decomposition (SVD) of a matrix and its applications.
Singular Value Decomposition: Example
Explains the step-by-step process of finding the singular value decomposition of a matrix.
Singular Value Decomposition: Theory and Applications
Explores Singular Value Decomposition theory, properties, uniqueness, matrix approximation, and dimensionality reduction applications.