Therefore I beg of you Khan Academy, please, please add some practice exercises to linear algebra and maybe check out some of the comments on the more frustrating videos. Linear Algebra For Machine Learning Why you should learn linear algebra for machine learning In machine learning, most of the time we deal with scalars and vectors, and matrices. Moreover, the videos go so fast from concept to concept that I'm having a very difficult time solidifying any of the information given, not to mention there is a serious lack of content over there.Īnother reason why I'm writing this is because if you look at all the content on this site and its quality, linear algebra just doesn't hold up very well compared to, say, statistics or calculus. It can perform the following task: It is used almost everywhere in the ML world. It enables the ML algorithms to run on a huge number of datasets. Students will be introduced to both the theory of vector spaces and linear transformations. Khan Academy is a 501(c)(3) nonprofit organization. The concepts of linear algebra are widely used in developing algorithms in machine learning. Linear Algebra This is an introductory course in linear algebra, one of the most important and basic areas of mathematics, with many real-life applications. Learn linear algebra for freevectors, matrices, transformations, and more. Multivariable Calculus Khan Academy Linear Algebra Done Right. The first, founded by Bill Gates's 'favorite teacher', the Khan Academy website breaks down calculus and linear algebra in ways that are just so simple and intuitive.The thing that Khan Academy. My issue is that there simply aren't any practice exercises on linear algebra. Linear algebra is about the study of vectors and some rules of manipulating these vectors. Free Mathematics Courses for Data Science & Machine Learning Matthew Mayo. I've attempted to watch the videos on this site, and even though they are more advanced than most stuff around here, I still grasp the concepts roughly. Now I'm doing linear algebra and I'm struggling hard. Just last year I was struggling with calculus before a big exam that might have seen me out of university early, but I watched these videos on Khan Academy and did the exercises and I passed (after maybe a week of thorough practice). Basics of Linear Algebra for Machine Learning. I've been on Khan Academy for over 3 years now, and this site has saved my ass more than once.
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