numerical-linear-algebra

https://github.com/topics/linear-algebra?l=jupyter+notebook lists "Computational Linear Algebra for Coders" https://github.com/fastai/numerical-linear-algebra "site:GitHub.com inurl:awesome linear algebra jupyter" lists a few awesome lists with interactive linear algebra resources: https://www.google.com/search?q=site%3Agithub.com+inurl%3Aaw... 3blue1brown's "Essence of linear algebra" playlist has some excellent tutorials with intuition-building visualizations built with manim: https://youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFit... https://github.com/ManimCommunity/manim

I would heavily second this. I would also recommend, for those who are interested in computational linear algebra, going through fast.ai's course when you finish 3blue1brown: https://github.com/fastai/numerical-linear-algebra/blob/mast...

Fast.ai has a course on numerical linear algebra which folllows more of a "top-down" approach: https://github.com/fastai/numerical-linear-algebra/

Surprised (and delighted!) to see this pop up on the front page of HN today! This course is designed to teach proficient coders the practice of deep learning, that is: how to train accurate models; how to test and debug models; and key deep learning concepts. It covers applications in vision, natural language processing, tabular data, and recommendation systems. If you're interested in diving deeper into the papers and math behind the scenes, as well as coding from the lowest levels (right down to the compiler level), you'll be interested in "Deep Learning from the Foundations", which is coming out in 2 weeks. The last two lessons are co-taught with Chris Lattner (creator of Swift, LLVM, and Clang). If you want to understand the underlying linear algebra implementation details, have a look at "Computational Linear Algebra for Coders": htt

There is a Computational Linear Algebra class taught by one of the founders of fast.ai, but I don't think it's a prerequisite necessarily [0]. I've been meaning to take it - I can't comment on its quality. [0] https://github.com/fastai/numerical-linear-algebra/blob/mast...

Specifically, it's sections 9 and 10 here: https://github.com/fastai/numerical-linear-algebra/blob/mast...