- #1
- 22,183
- 3,325
- Author: Gilbert Strang
- Title: Introduction to Linear Algebra
- Amazon Link: https://www.amazon.com/dp/0980232716/?tag=pfamazon01-20
- Prerequisities:
- Contents:
Table of Contents:
Code:
[LIST]
[*] Introduction to Vectors
[LIST]
[*] Vectors and Linear Combinations
[*] Lengths and Dot Products
[/LIST]
[*] Solving Linear Equations
[LIST]
[*] Vectors and Linear Equations
[*] The idea of Elimination
[*] Elimination Using Matrices
[*] Rules for Matrix Operations
[*] Inverse Matrices
[*] Elimination = Factorization: A=LU
[*] Transposes and Permutations
[/LIST]
[*] Vectors Spaces and Subspaces
[LIST]
[*] Spaces of Vectors
[*] The Nullspace of A: Solving Ax=0
[*] The Rank and the Row Reduced Form
[*] The Complete Solution to Ax=b
[*] Independence, Basis and Dimension
[*] Dimensions of the Four Subspaces
[/LIST]
[*] Orthogonality
[LIST]
[*] Orthogonality of the Four Subspaces
[*] Projections
[*] Least Square Approximations
[*] Orthogonal Bases and Gram-Schmidt
[/LIST]
[*] Determinants
[LIST]
[*] The Properties of Determinants
[*] Permutations and Cofactors
[*] Cramer's Rule, Inverses, and Volumes
[/LIST]
[*] Eigenvalues and Eigenvectors
[LIST]
[*] Introduction to Eigenvalues
[*] Diagonalizing a Matrix
[*] Applications to Differential Equations
[*] Symmetric Matrices
[*] Positive Definite Matrices
[*] Similar Matrices
[*] Singular Value Decomposition (SVD)
[/LIST]
[*] Linear Transformations
[LIST]
[*] The Idea of a Linear Transformation
[*] The Matrix of a Linear Transformation
[*] Change of Basis
[*] Diagonalization and the Pseudoinverse
[/LIST]
[*] Applications
[LIST]
[*] Matrices in Engineering
[*] Graphs and Networks
[*] Markov Matrices and Economic Models
[*] Linear Programming
[*] Fourier Series: Linear Algebra for Functions
[*] Computer Graphics
[/LIST]
[*] Numerical Linear Algebra
[LIST]
[*] Gaussian Elimination in Practice
[*] Norms and Condition Numbers
[*] Iterative Methods for Linear Algebra
[/LIST]
[*] Complex Vectors and Matrices
[LIST]
[*] Complex Numbers
[*] Hermitian and Unitary Matrices
[*] The Fast Fourier Transform
[/LIST]
[*] Solutions to Selected Exercises
[*] A Final Exam
[*] Matrix Factorizations
[*] Conceptual Questions for Review
[*] Glossary: A Dictionary for Linear Algebra
[*] Index
[*] Teaching Codes
[/LIST]
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