linear algebra: theory, intuition, code

This repo contains jupyter notebooks with notes, code, and exercises from the book Linear Algebra: Theory, Intuition, Code by Mike X Cohen (Cohen, 2021).

My intent with this repo was not to reproduce all of the details from the book. Instead I created these notebooks as I worked through the book in order to engage more deeply with the material using my own code. Even though I have taken semester-long courses in linear algebra and a graduate course in numerical analysis, I gained a lot of intuition from this book and highly recommend it.

@book{cohen2021linear,
    title={Linear algebra: Theory, intuition, code},
    author={Cohen, Mike X},
    year={2021},
    publisher={[Sl]: Sincxpress Bv}
}

Find more information about the book at the links below:

https://github.com/mikexcohen/LinAlgBook

https://www.amazon.com/Linear-Algebra-Theory-Intuition-Code/dp/9083136604

Chapter Notes

02-Vectors

03-Vector-Multiplications

04-Vector-Spaces

05-Matrices

06-Matrix-Multiplication

07-Matrix-Rank

08-Matrix-Spaces

09-Complex-Numbers

10-Systems-of-Equations

15-Eigendecompositions

16-SVD

17-Quadratic-Form

18-Covariance-Matrices

19-PCA

Name		Name	Last commit message	Last commit date
Latest commit History 42 Commits
figures		figures
images		images
.gitignore		.gitignore
02-Vectors.ipynb		02-Vectors.ipynb
03-Vector-Multiplications.ipynb		03-Vector-Multiplications.ipynb
04-Vector-Spaces.ipynb		04-Vector-Spaces.ipynb
05-Matrices.ipynb		05-Matrices.ipynb
06-Matrix-Multiplication.ipynb		06-Matrix-Multiplication.ipynb
07-Matrix-Rank.ipynb		07-Matrix-Rank.ipynb
08-Matrix-Spaces.ipynb		08-Matrix-Spaces.ipynb
09-Complex-Numbers.ipynb		09-Complex-Numbers.ipynb
10-Systems-of-Equations.ipynb		10-Systems-of-Equations.ipynb
11-Determinant.ipynb		11-Determinant.ipynb
12-Matrix-Inverse.ipynb		12-Matrix-Inverse.ipynb
13-Projections.ipynb		13-Projections.ipynb
14-Least-Squares.ipynb		14-Least-Squares.ipynb
15-Eigendecompositions.ipynb		15-Eigendecompositions.ipynb
16-SVD.ipynb		16-SVD.ipynb
17-Quadratic-Form.ipynb		17-Quadratic-Form.ipynb
18-Covariance-Matrices.ipynb		18-Covariance-Matrices.ipynb
19-PCA.ipynb		19-PCA.ipynb
Dockerfile		Dockerfile
Makefile		Makefile
Makefile.defs		Makefile.defs
README.md		README.md
requirements.txt		requirements.txt

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linear algebra: theory, intuition, code

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