Скачать или смотреть V7. EigenDecomposition & Spectral Th | Linear Algebra for Machine Learning

Before we dive into the machine learning concepts, here's a brief refresher into mathematical concepts that are essential to achieving mastery in machine learning, deep learning, and optimization. So, whether you are rusty on some concepts or just want to build better mathematical intuition, these refresher videos are for you.

Chapters:
0:00 THANK YOU!!
0:25 Intro
01:10 A matrix as linear transform
01:30 Eigen vectors and eigen values [Geometric view]
03:13 Computing eigen vectors and eigen values
05:54 det(A-λI)=0 [Geometric view]
06:35 DIY - Calculate eigen vector for λ=3
07:07 Calculate eigen values & eigenvectors
07:38 What is Eigen Decomposition?
09:21 Eigen Decomposition [visual perspective]
09:43 Eigen Decomposition [Geometric view]
11:28 The Spectral Theorem
12:02 The Spectral Theorem [Geometric view]
13:15 Matrix Inverse using eigen decomposition
14:10 Outro
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These animations are largely made using manim by Grant Sanderson, the author of 3Blue1Brown: https://github.com/3b1b/manim
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