Singular Value Decomposition (SVD) Explained

Published: 14 May 2024
on channel: DataMListic
4,132
116

In this video, we explore how we can factorize any rectangular matrix using the singular value decomposition and why this transformation can be useful when solving machine learning problems.

References
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Eigendecomposition Explained:    • Eigendecomposition Explained  

Related Videos
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Multivariate Normal (Gaussian) Distribution Explained:    • Multivariate Normal (Gaussian) Distri...  
The Bessel's Correction:    • Why We Divide by N-1 in the Sample Va...  
Gradient Boosting with Regression Trees Explained:    • Gradient Boosting with Regression Tre...  
P-Values Explained:    • P-Values Explained  
Kabsch-Umeyama Algorithm:    • Kabsch-Umeyama Algorithm - How to Ali...  
Eigendecomposition Explained:    • Eigendecomposition Explained  

Contents
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 - Intro
00:33 - SVD Ecquiation
01:33 - SVD Visualization
03:38 - SVD Application 1 - Image Compression
04:26 - SVD Application 2 - Recommandation Systems
05:28 - Outro

Follow Me
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
🐦 Twitter: @datamlistic   / datamlistic  
📸 Instagram: @datamlistic   / datamlistic  
📱 TikTok: @datamlistic   / datamlistic  

Channel Support
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
The best way to support the channel is to share the content. ;)

If you'd like to also support the channel financially, donating the price of a coffee is always warmly welcomed! (completely optional and voluntary)
► Patreon:   / datamlistic  
► Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq
► Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281
► Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5
► Tether (USDT): 0xeC261d9b2EE4B6997a6a424067af165BAA4afE1a

#svd #singularvaluedecomposition #eigenvectors #eigenvalues #linearalgebra


Watch video Singular Value Decomposition (SVD) Explained online without registration, duration hours minute second in high quality. This video was added by user DataMListic 14 May 2024, don't forget to share it with your friends and acquaintances, it has been viewed on our site 4,132 once and liked it 116 people.