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Lecture
Jordan Form: Decomposition and Properties
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Jordan decomposition
Explores the unique decomposition of matrices into diagonalizable and nilpotent parts, showcasing their properties and applications.
Jordan Normal Form: Theory and Applications
Explores the Jordan normal form and its applications in linear algebra, focusing on diagonalization and cyclic bases.
Singular Value Decomposition: Applications and Interpretation
Explains the construction of U, verification of results, and interpretation of SVD in matrix decomposition.
SVD: Singular Value Decomposition
Covers the concept of Singular Value Decomposition (SVD) for compressing information in matrices and images.
Eigenvalues and Eigenvectors Decomposition
Covers the decomposition of a matrix into its eigenvalues and eigenvectors, the orthogonality of eigenvectors, and the normalization of vectors.
Cholesky Factorization: Theory and Algorithm
Explores the Cholesky factorization method for symmetric positive definite matrices.
QR Factorization: Least Squares System Resolution
Covers the QR factorization method applied to solving a system of linear equations in the least squares sense.
Singular Value Decomposition
Covers the Singular Value Decomposition (SVD) of a matrix and its applications.
Singular Value Decomposition
Covers the Singular Value Decomposition theorem and its application in decomposing matrices.
Latent Factor Analysis: Movie Genre Classification
Explores latent factor analysis for movie genre classification based on male versus female leads.