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Tutorial On Auto-encoders
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Related lectures (27)
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Linear Independence: Definition and Examples
Explores the concept of linear independence in vector spaces through definitions and illustrative examples.
Projections and Applications
Explores projections in R³, matrix properties, and trace concepts with practical examples.
Linear Algebra: Matrix Operations
Explores matrix operations, injectivity, surjectivity, column spaces, and linear applications in linear algebra.
Elementary Matrices and Inverses
Explores elementary matrices, inverses, uniqueness of solutions, and linear transformations in linear algebra.
Linear Algebra Basics: Vector Spaces, Transformations, Eigenvalues
Covers fundamental linear algebra concepts like vector spaces and eigenvalues.
Characteristic Polynomials and Similar Matrices
Explores characteristic polynomials, similarity of matrices, and eigenvalues in linear transformations.
Linear Transformations: Injective and Surjective
Explores injective and surjective linear transformations, kernel, image, and matrix operations.
Linear Algebra: Basis and Matrices
Covers the concept of basis, linear transformations, matrices, inverses, determinants, and bijective transformations.
Eigenvalues and Eigenvectors in 3D
Explores eigenvalues and eigenvectors in 3D linear algebra, covering characteristic polynomials, stability under transformations, and real roots.
Linear Combinations: Vectors and Matrices
Explores linear combinations of vectors and matrices in Rn, demonstrating geometric interpretations and matrix operations.