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Linear Algebra for ML

You guys know any TEXTBOOK that teaches linear algebra in a """""friendly"""""" way? (I'm still on highschool).

21st Dec 2018, 11:46 PM
Matheus Andrade
Matheus Andrade - avatar
3 Answers
+ 4
You actually do plenty of linear algebra in highschool so maybe checking out maths books from later years is a nice way to get started. I've been out of highschool for quite some time so I can't say how accessible it is to a highschooler (depends on which year you are in I guess), but MIT has an online course on linalg: https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/ They work with Strang's "Introduction to Linear Algebra" which has tons of examples and problems to work through. I know you asked for a book, but 3blue1brown's video series on linalg on youtube is really great and intuitive (the calculus one is meh). Highly recommended as an intro! The visuals are very nice. I don't really know about ML-specific maths texts but I do know that google has a course on ML: https://developers.google.com/machine-learning/crash-course/ml-intro I haven't done it myself though so I can't really say anything about it.
22nd Dec 2018, 12:30 AM
Schindlabua
Schindlabua - avatar
+ 2
I have already readed my math books, but would matrix operations (add, sub, mult, transpose, and those especials matrices) be enough?
22nd Dec 2018, 1:39 AM
Matheus Andrade
Matheus Andrade - avatar
0
That's a good foundation :) You can spend years on linalg but if you know what a matrix does to a vector you can probably try hopping into ML.
22nd Dec 2018, 1:54 AM
Schindlabua
Schindlabua - avatar