Interactive Linear Algebra - Overview Notes
Authors and Affiliation
- Authors: Dan Margalit and Joseph Rabinoff
- Affiliation: School of Mathematics, Georgia Institute of Technology
- Publication Date: June 3, 2019
Main Content Overview
The textbook is structured into several key parts, each focusing on different aspects of linear algebra:
1. Systems of Linear Equations: Algebra
- Understanding systems of linear equations
- Techniques in row reduction
- Parametric form of solutions
2. Systems of Linear Equations: Geometry
- Concepts of vectors and vector equations
- Understanding matrix equations and solution sets
- Concepts of linear independence and subspaces
- Exploring basis and dimension
- Usage of bases as coordinate systems
- The Rank Theorem
3. Linear Transformations and Matrix Algebra
- Exploring matrix transformations
- Concepts of one-to-one and onto transformations
- Detailed study on linear transformations
- Matrix operations including multiplication
- Understanding matrix inverses and the Invertible Matrix Theorem
4. Determinants
- Definition and properties of determinants
- Techniques of cofactor expansions
- Relationship between determinants and volumes
5. Eigenvalues and Eigenvectors
- Introduction to eigenvalues and eigenvectors
- Understanding the characteristic polynomial
- Concepts of similarity and diagonalization
- Study of complex eigenvalues and stochastic matrices
6. Orthogonality
- Understanding dot products and orthogonality
- Exploring orthogonal complements and projections
- Learning about orthogonal sets and the method of least squares
Additional Resources
- Colophon, contributors, and variants sections provide further context and background.
- Interactive feedback and suggestions can be submitted via GitHub.
- The back matter includes complex numbers, notations, hints, and solutions to exercises, and licensing information.
Navigation and Licensing
- The textbook offers a comprehensive index for easy navigation.
- Licensed under the GNU Free Documentation License, promoting free access and sharing.