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Lecture
Eigenvalues and Stability
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Eigenvalues and Eigenvectors: Understanding Matrices
Explores eigenvalues and eigenvectors in matrices through examples and calculations.
Linear Systems in 2D: Stability
Explores stability in linear 2D systems, covering fixed points, vector fields, and phase portraits.
Linear Algebra: Systems of Linear Equations
Introduces linear algebra concepts, focusing on solving systems of linear equations and their representations.
Linear Algebra: Eigenvalues and Eigenvectors
Explores eigenvalues, eigenvectors, diagonalization, and spectral theorem in linear algebra.
Stability Analysis: Linear Systems
Explores stability analysis in linear systems, emphasizing eigenvalues, eigenvectors, and stable manifolds.
Diagonalization of Linear Transformations
Explains the diagonalization of linear transformations using eigenvectors and eigenvalues to form a diagonal matrix.
Diagonalization of Linear Maps
Explores the diagonalization of linear maps by finding a basis formed by eigenvectors.
Singular Value Decomposition (SVD)
Covers the Singular Value Decomposition (SVD) in detail, including properties of matrices and system linearity.
Diagonalization of Matrices: Eigenvectors and Eigenvalues
Covers the concept of diagonalization of matrices through the study of eigenvectors and eigenvalues.
Matrices and Networks
Explores the application of matrices and eigendecompositions in networks.