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Essence of Linear Algebra

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In computer science as in many domains, the use of Linear Algebra is central. Whether you want to apply dimensionality reduction in Machine Learning, apply any transformation to a matrix, Linear Algebra is the key to your problem.

I can only recommend the geometric explanation of Linear Agebra by Grant Sanderson in a 15 video series.

The videos are remarkable and using great 3d visuals. You will get a better understanding (often very different from the one you got during your studies or in books) with ease: