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Lecture
Matrix Factorizations: LU Decomposition
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Cholesky Factorization: Theory and Algorithm
Explores the Cholesky factorization method for symmetric positive definite matrices.
LU Decomposition: Linear Systems Applications
Covers the LU decomposition method applied to linear systems, presenting the system in two steps.
SVD: Singular Value Decomposition
Covers the concept of Singular Value Decomposition (SVD) for compressing information in matrices and images.
Matrix Operations: Triangular Matrices
Explores operations with triangular matrices and their role in solving linear systems.
Direct Methods for Linear Systems of Equations
Explores direct methods for solving linear systems of equations, including Gauss elimination and LU decomposition.
LU Decomposition: Existence
Explores LU decomposition of a matrix into lower and upper triangular matrices.
Orthogonal Matrices and Triangular Matrices
Explores properties of orthogonal and triangular matrices with linearly independent columns and their mathematical operations.
Matrix Determinants: Properties and Calculations
Covers the properties and calculations of matrix determinants, including special cases and examples.
Matrix Factorization: LU Decomposition
Explores LU decomposition for matrix factorization and solving linear systems.
Linear Systems Resolution
Summarizes methods for resolving linear systems, including Gaussian elimination and LU decomposition.