Introduction to Linear Algebra for Applied Machine Learning with Python
pabloinsente.github.io
Introduction to Linear Algebra for Applied Machine Learning with Python
1–10 of 54 posts
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#2Thanks for this Pablo. I find this a good intro to LA as well as a tutorial on Numpy! Just one feedback would be good to have the TOC handy as we click around or a way to jump back to the top.
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#3This is sick! I'm saving this for sure.
I also really appreciate linking to other learning materials in the beginning (both free and non-free)
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#4are there resources where linear algebra is discussed in the context of deep learning?
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#5Great resource. I also want to post this series by Rachel Thomas of Fast.AI.
https://www.youtube.com/playlist?list=PLtmWHNX-gukIc92m1K0P6...
She's a phenomenal teacher, and has grounding in the practice of applying it to ML and deep learning.
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#6Is there a website that anyone knows of for these types of open-source curriculums? Feel like it would be nice to have a place where people could post these and you could reference them when you wanted to learn something in the correct order and with the best resources.
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#7Linear algebra: Everything is happy lad-dee-dah for x and y. The moment we go into matrices I go downhill from there. I saw a very cool youtube on Tesla Dojo and machine learning. I recommend.
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#8Linear algebra: Everything is happy lad-dee-dah for x and y. The moment we go into matrices I go downhill from there. I saw a very cool youtube on Tesla Dojo and machine learning. I recommend.
One of the fun things about linear algebra is that you’re working with lots of simple equations all at once. It’s like moving from single variable calculus to multi-variable calculus. You realize that the additional complexity was there all the time, and you were just studying a special, restricted case before.
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#9are there resources where linear algebra is discussed in the context of deep learning?
"Linear Algebra and Learning from Data" by Gilbert Strang [1] has a section on that.
Re: Introduction to Linear Algebra for Applied Machine Learning with Python
#10Linear algebra: Everything is happy lad-dee-dah for x and y. The moment we go into matrices I go downhill from there. I saw a very cool youtube on Tesla Dojo and machine learning. I recommend.
One of the fun things about linear algebra is that you’re working with lots of simple equations all at once. It’s like moving from single variable calculus to multi-variable calculus. You realize that the additional complexity was there all the time, and you were just studying a special, restricted case before.
Yes, and it's super useful. The first times you find yourself working with several equations and you 'just' put that into a matrix form and solve that system is an amazing feeling of 'truth' having been hiding in plain sight.