# Linear Algebra

- Page: https://shared.btbytes.com/p/linear-algebra
- Date: 2022-10-13

#mathematics #algebra

- [Interactive Linear Algebra, UBC edition](https://personal.math.ubc.ca/~tbjw/ila/index.htm) & [Interactive Linear Algebra](https://textbooks.math.gatech.edu/ila/) -- Dan Margalit, Joseph Rabinoff, GATech.
- [Linear Algebra Done Wrong](https://www.math.brown.edu/~treil/papers/LADW/LADW.html)
- [Essence of linear algebra](https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab) video lecture series on Youtube
by [3Blue1Brown](http://www.3blue1brown.com/about/)
> If you're interested in more great animations for a visual understanding of linear algebra, I can't recommend 3Blue1Brown's "Essence of Linear Algebra" series on Youtube highly enough.
- [immersivemath: Immersive Linear Algebra](http://immersivemath.com/ila/learnmore.html).. see also [r/Explorables](https://www.reddit.com/r/explorables/)
- [The best linear algebra books](https://begriffs.com/posts/2016-07-24-best-linear-algebra-books.html)
- [Fundamentals of Linear Algebra and Optimization [pdf] | Hacker News](https://news.ycombinator.com/item?id=15923338) [HN discussion]
- [My Math Homework | (Re)learning math, one post at a time](https://math.hecker.org/) -- worked out example from [Linear Algebra and Its Applications, 3rd Edition: Gilbert Strang: 9780155510050: Amazon.com: Books](https://www.amazon.com/gp/product/0155510053)
	- [Linear Algebra and Learning from Data](https://math.mit.edu/~gs/learningfromdata/) by GS.
- [Immersive linear algebra](http://immersivemath.com/ila/index.html) "The world's first linear algebra book with fully interactive figures.".
- [Lectures and Readings : Computer Graphics : 15-462/662 Fall 2018](http://15462.courses.cs.cmu.edu/fall2018/lectures) has a good section on Linear Algebra.
- [Seven sins of numerical linear algebra | Hacker News](https://news.ycombinator.com/item?id=33173443); 2022. Interesting links and resources
- [Linear Doesn't Mean Easy - by Ben Recht - arg min](https://www.argmin.net/p/linear-doesnt-mean-easy). "In addition to [Boyd and Vandenberghe](https://web.stanford.edu/~boyd/cvxbook/)’s [book](https://web.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf)s, one of the most magical PDFs I received in graduate school was a set of [notes on linear algebra](https://tminka.github.io/papers/matrix/minka-matrix.pdf) assembled by Tom Minka in 2000 (thanks to Ali Rahimi for sharing these magic tricks). Tom put together a bunch of facts that he thought were useful for statistics."

## Books

- [Linear Algebra with Probability](https://people.math.harvard.edu/~knill/teaching/math19/math19b_2011.pdf) Oliver Knill
for Harvard College Course Math 19b
- [The best linear algebra books](https://begriffs.com/posts/2016-07-24-best-linear-algebra-books.html)
- [Linear Algebra Done Wrong](https://www.math.brown.edu/streil/papers/LADW/LADW.html) by Sergei Treil
- [Linear Algebra Done Right](https://linear.axler.net) Sheldon Axler
  - [Solutions to Linear Algebra Done Right](https://linearalgebras.com/)
  - [Video lectures on linear algebra by Sheldon Axler](https://www.youtube.com/playlist?list=PLGAnmvB9m7zOBVCZBUUmSinFV0wEir2Vw)
  - [Linear Algebra by Friedberg, Insel and Spence](https://www.amazon.com/Linear-Algebra-5th-Stephen-Friedberg/dp/B0B9HBT4XH/r), and lecture [notes](https://terrytao.wordpress.com/wp-content/uploads/2016/12/linear-algebra-notes.pdf) by Terrance Tao (notes uses the third edition of the book)

## Courses


- [Linear Algebra Course Online | Udacity](https://www.udacity.com/course/linear-algebra-refresher-course--ud953)
- [ECE133A - Applied Numerical Computing](https://www.seas.ucla.edu/~vandenbe/ee133a.html) at UCLA. Textbook - [Introduction to Applied Linear Algebra – Vectors, Matrices, and Least Squares](https://web.stanford.edu/~boyd/vmls/)
- [Algebra, Topology, Differential Calculus, and Optimization Theory
For Computer Science and Machine Learning](https://www.cis.upenn.edu/~jean/math-deep.pdf) ( PDF ) at UPenn.
[fast.ai – New fast.ai course: Computational Linear Algebra](https://www.fast.ai/posts/2017-07-17-num-lin-alg.html)


## Videos

- [Linear Algebra - Math for Machine Learning - YouTube](https://www.youtube.com/watch?v=uZeDTwWcnuY) at "Weights and Biases" channel.
- [A Vision of Linear Algebra - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP61iQEFiWLE21EJCxwmWvvek) by Gilbert #Strang

## Action list

1. work through my copy of [A Programmer's Introduction to Mathematics](https://pimbook.org/)
2. work through my copy of [Coding The Matrix](https://codingthematrix.com/)
3. purchase [Linear Algebra and Learning from Data: Gilbert Strang: 9780692196380: AmazonSmile: Books](https://smile.amazon.com/Linear-Algebra-Learning-Gilbert-Strang/dp/0692196382/)