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Matrix Operations: Definitions and Properties
Covers the definitions and properties of matrices, including matrix operations and determinants.
Linear Algebra: Matrices Properties
Explores properties of 3x3 matrices with real coefficients and determinant calculation methods.
Linear Algebra: Main Theorem and Injectivity
Covers the main theorem of linear algebra and the conditions for injectivity.
Ker A = Ker (ATA)
Explores the equality between Ker A and Ker (ATA) in linear algebra.
Eigenvalues Reduction: Two Real Eigenvalues
Explores the reduction of a matrix based on its eigenvalues, focusing on the case of two real eigenvalues.
Matrix Equations: Finding Free Variables
Explains how to find free variables in matrix equations and analyze characteristic polynomials.
Invertibility Criteria and Inverse Calculation
Explores the criterion for matrix invertibility and the calculation of the inverse.
Canonical Transformations: Symplectic Group and Properties
Explores canonical transformations, symplectic groups, real matrices, preserved quantities, and volumes in phase space.
Linear Regression Testing
Explores least squares in linear regression, hypothesis testing, outliers, and model assumptions.
Matrix Similarity and Diagonalization
Explores matrix similarity, diagonalization, characteristic polynomials, eigenvalues, and eigenvectors in linear algebra.