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Lecture
Elementary Matrices and Inverses
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Linear Algebra: Basis and Matrices
Covers the concept of basis, linear transformations, matrices, inverses, determinants, and bijective transformations.
Matrix Operations: Inverse and Reduction to Echelon Form
Covers matrix operations and reduction to echelon form with practical examples.
Matrix Equations: Finding Free Variables
Explains how to find free variables in matrix equations and analyze characteristic polynomials.
Matrix Operations: Rules and Applications
Covers matrix operations, including multiplication, transposition, powers, and inverses, and explains how to determine if a matrix is invertible.
Matrix Operations: LU Factorization & Linear Independence
Covers LU factorization, linear independence, and matrix equations.
Matrix Inversion: Basics and Properties
Covers the basics of matrix inversion, properties of matrix multiplication, and the uniqueness of matrix inverses.
Singular Value Decomposition: Applications and Interpretation
Explains the construction of U, verification of results, and interpretation of SVD in matrix decomposition.
Linear Transformations: Injective and Surjective
Explores injective and surjective linear transformations, kernel, image, and matrix operations.
Matrix Inverses: Properties and Calculations
Explores matrix inverses, their properties, calculations, and determinants of invertibility.
Symmetric and Anti-symmetric Matrices
Introduces symmetric and anti-symmetric matrices, matrix powers, inverses, elementary matrices, and matrix manipulation.