Singular Value Decomposition Data Science Basics

This video presents a mathematical overview of the

So ... what is the

This video presents an overview of the

With a focus on hands-on code demos in Python, in this video I introduce the theory and practice of

... matrices in

Modern

MIT RES.18-009 Learn Differential Equations: Up Close with Gilbert Strang and Cleve Moler, Fall 2015 View the complete course: ...

Perhaps the most important concept in this course, an introduction to the

Modern

MIT 18.065 Matrix Methods in Data Analysis, Signal Processing, and

A video explains

Modern

Github repo: http://www.github.com/luisguiserrano/singular_value_decomposition Grokking

This video describes how to use recent techniques in randomized linear algebra to efficiently compute the

Singular Value Decomposition

Full episode with Gilbert Strang (Nov 2019): https://www.youtube.com/watch?v=lEZPfmGCEk0 New clips channel (Lex Clips): ...

This video describes how to truncate the

In this video I give an introduction to the

The

In this video, we explain an important matrix factorization technique, which is called