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Lecture
Matrix Powers and Inverse
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Matrix Operations: Theorems and Applications
Covers matrix operations and properties of matrices, including symmetric and anti-symmetric matrices.
Matrix Operations: Addition and Transposition
Covers matrix addition, scalar multiplication, transposition, symmetry, and antisymmetry properties.
Characteristic Polynomials and Similar Matrices
Explores characteristic polynomials, similarity of matrices, and eigenvalues in linear transformations.
Diagonalization of Symmetric Matrices
Explores diagonalization of symmetric matrices and their eigenvalues, emphasizing orthogonal properties.
Eigenvalues and Optimization: Numerical Analysis Techniques
Discusses eigenvalues, their calculation methods, and their applications in optimization and numerical analysis.
Linear Algebra: Inverse Matrix and Systems Resolution
Covers the concept of inverse matrices and systems resolution, including the conditions for matrix invertibility and the Gauss-Jordan algorithm.
Linear Systems: Diagonal and Triangular Matrices, LU Factorization
Covers linear systems, diagonal and triangular matrices, and LU factorization.
Diagonalization of Symmetric Matrices
Explores the diagonalization of symmetric matrices through orthogonal decomposition and the spectral theorem.
Linear Equations and Matrix Calculations
Covers the fundamentals of linear equations, matrices, and systems of linear equations, including matrix operations and solutions.
Characterization of Invertible Matrices
Explores the properties of invertible matrices, including unique solutions and linear independence.