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Least Squares Solutions
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Untitled
Matrix Operations: LU Factorization & Linear Independence
Covers LU factorization, linear independence, and matrix equations.
Linear Regression: Basics and Estimation
Covers the basics of linear regression and how to solve estimation problems using least squares and matrix notation.
Linear Algebra Basics
Covers fundamental concepts in linear algebra, including linear equations, matrix operations, determinants, and vector spaces.
Singular Value Decomposition: Theory and Applications
Explores Singular Value Decomposition theory, linear system solutions, least squares, and data fitting concepts.
Linear Regression: Least Squares Method
Explains the method of least squares in linear regression to find the best-fitting line to a set of data points.
Linear Independence and Basis
Explains linear independence, basis, and matrix rank with examples and exercises.
Linear Combinations: Vectors and Matrices
Explores linear combinations of vectors and matrices in Rn, demonstrating geometric interpretations and matrix operations.
Untitled
Linear Algebra: Matrices and Inverses
Explores matrices, inverses, and their applications in linear algebra, emphasizing composition and transformation properties.