# singular value (video feeds) — RSS Amplifier

Recent posts from the 1 feeds in the RSS Amplifier directory that cover singular value.

Page: <https://rssamplifier.com/topics/singular-value/videos>  
Feed: <https://rssamplifier.com/topics/singular-value/videos.md>

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## [Lecture 13 Fall 2025: Support Vector Machines](https://www.youtube.com/watch?v=0K-J1V5bO_I)

_2025-11-26 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 14 Fall 2025: Gradient Descent and Stochastic Gradient Descent](https://www.youtube.com/watch?v=eYR9ivhARYs)

_2025-11-25 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 12 Fall 2025: Pseudoinverse and Kernel Ridge Regression](https://www.youtube.com/watch?v=7IIARiddIss)

_2025-11-15 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 11 Fall 2025: PageRank and Ridge Regression](https://www.youtube.com/watch?v=RXW96KK6tZw)

_2025-11-15 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 10 Fall 2025: Data Leakage and Matrix Completion](https://www.youtube.com/watch?v=NdiAUnntZmU)

_2025-11-15 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 9 Fall 2025: Principal Components Analysis](https://www.youtube.com/watch?v=Q5JUx7-cDAY)

_2025-10-29 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 8 Fall 2025: Singular Value Decomposition](https://www.youtube.com/watch?v=i42gWFo6HWU)

_2025-10-29 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 7 Fall 2025: Introduction to the Singular Value Decomposition](https://www.youtube.com/watch?v=OPtr3D-4yqk)

_2025-10-24 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 6 Fall 2025: Finding Orthogonal Bases](https://www.youtube.com/watch?v=detOc9i0ulo)

_2025-10-19 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 5 Fall 2025: Subspaces and Bases](https://www.youtube.com/watch?v=WzX8gM1qydQ)

_2025-10-19 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Meet Claude, an AI assistant (Sponsored)](https://crawlproof.com/a/R6yW2SaaWrR5)

_2025-10-19 · **Sponsored**_

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## [Lecture 4 Fall 2025: Least Squares and Optimization](https://www.youtube.com/watch?v=NuBYiegI3zo)

_2025-10-17 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 3 Fall 2025: Least Squares](https://www.youtube.com/watch?v=LCoK6L_iOK4)

_2025-10-12 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 2 Fall 2025: Vectors and Matrices](https://www.youtube.com/watch?v=uUtbIMPVxB8)

_2025-10-03 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 1 Part II Fall 2025: Introduction Continued](https://www.youtube.com/watch?v=o6FiUVb3EOU)

_2025-10-03 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_

## [Lecture 1 Part I Fall 2025: Introduction](https://www.youtube.com/watch?v=Lh8aIUZWC8A)

_2025-10-03 · Rebecca Willett · Mathematical Foundations of Machine Learning at UChicago_