Visual Guides
Interactive references covering core topics in linear algebra.
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Complex Numbers
The complex plane, binomial and polar form, Euler's formula, and conjugates.
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Vector Spaces
Vector space axioms, subspaces, span, linear independence, basis, and dimension.
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Linear Transformations
Matrix representations, kernel and image, injectivity and surjectivity, change of basis, and composition.
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Orthogonality
Dot products and norms, orthogonal sets and complements, projections, Gram-Schmidt, and orthogonal matrices.
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Diagonalization
Eigenvalues and eigenvectors, the characteristic equation, diagonalizability, and diagonalization of symmetric matrices.
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Singular Value Decomposition
Extending diagonalization to any matrix: singular values, the U, Sigma, V factorization, and its applications.