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Chapter 2 of Deep Learning book (by Ian Goodfellow, short path) Link
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Lecture series on Linear Algebra by three blue one brown (Highly recommended) Link + singular value decomposition (shortpath).
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And if you have sufficient time, then highly recommended to take “Introduction to Linear Algebra” by Gilbert Strang (on YouTube, long path) Link.