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Lecture
Orthogonality and Orthogonal Bases
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Orthogonal Projection Theorems
Covers the theorems related to orthogonal projection and orthonormal bases.
Orthogonal Complement and Projection
Covers the concept of orthogonal complement and projection in vector spaces.
Matrix Operations and Orthogonality
Covers matrix operations, scalar product, orthogonality, and bases in vector spaces.
Analytical Study of Space
Explores landmarks, coordinates, vectors, coplanarity, Cartesian equations, and geometric rules in space.
Orthogonal Projection: Spectral Decomposition
Covers orthogonal projection, spectral decomposition, Gram-Schmidt process, and matrix factorization.
Linear Independence and Basis
Explains linear independence, basis, and matrix rank with examples and exercises.
Orthogonal Complement: Properties and Theorems
Explores the concept of orthogonal complement in vector subspaces and fundamental matrix subspaces.
Linear Algebra in R³: Vector Spaces
Explores vector spaces in three dimensions, covering linear combinations, subspaces, and properties of families of vectors in R³.
Singular Value Decomposition: Applications and Interpretation
Explains the construction of U, verification of results, and interpretation of SVD in matrix decomposition.
Singular Value Decomposition: Fundamentals and Applications
Explores the fundamentals of Singular Value Decomposition, including orthonormal bases and practical applications.