Singular Value Decomposition (SVD): Overview
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- เผยแพร่เมื่อ 30 ก.ย. 2024
- This video presents an overview of the singular value decomposition (SVD), which is one of the most widely used algorithms for data processing, reduced-order modeling, and high-dimensional statistics.
These lectures follow Chapter 1 from:
"Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz
Amazon: www.amazon.com...
Book Website: databookuw.com
Chapters available at: databookuw.com/...
Brunton Website: eigensteve.com
This video was produced at the University of Washington
"I'm gonna walk you through..."
Dude has no legs and is still gonna walk. #Inspirational
how do I like this twice
He also seems to be able to apply a mirroring transformation allowing him to write backwards.
I can't unsee that now lmao
and write words in mirrow form omg
hahahaha!!! LMAO!
is he filming through a mirror or writing backwards? or mirroring the video before posting? what is going on here, how is he writing backwards!?!
it's called a lightboard, just google it
"just google it". I guess some people can't help but be assholes
@@fixed-point did i hurt your feelings little man? I think you need to grow up. I don't know much except that it is called a lightboard and google definitely knows more than me. It is an admission that I'm not an expert. Who's the asshole, asshole
@@charlieolivergomez2376 looks like I hurt your feelings. I'm sorry 😢
@@fixed-point No offense taken brother. It was my fault in the first place for not being clear
Oh my god, was going through the control bootcamp, hit a wall with SVD, the next day, series in SVD. Thanks a lot for these gorgeous lectures.
This is a fantastic channel Dr. Brunton! I just stumbled across it searching for SVD and got hooked on the content. Your unpretentious, clear and thorough explanations are a delight. They way you've set up the board and screen projection is fantastic. I'm really impressed with this and want to say thank you to you and the team that made this production possible.
It's really interesting to see how left-handedess works when mirrored. Quite an effect on the brain!
Dude, I've been trying to figure out whether he's writing everything backwards, which side his parting is on, whether he's left-handed or right-handed, married or not...
Do you understand what magic is this?!
Haha... no worries - I've figured it out!
@dan do tell because I have no idea how this video was made
@@aishaaijazahmad6184 he writes normally on a piece of glass between him and the camera. Then, in editing, he mirrors the video
It looks like he’s writing backwards with his right hand. In reality, he’s writing normally with his left hand
@@beastmode1647 😂I was wondering how too ! Thank u
Wow ! Wasn’t expecting a new video, especially on that topic though !
Great to see you back on lecturing! The new video aspect looks great with the black background.
Thank you !
Truly a remarkable series of lectures. Infinitely appreciative.
Glad you like them!
Excellent! Can you add numbers (in the series) so we know what order to watch them? Thanks
I have put everything into playlists, so that should help with the ordering.
Super curious about how he writes in that direction with out hand writing flipped.😲
Awesome videos - thanks so much for the easy-to-understand explanations. I just ordered the book and this greatly helps supplement!
are you left or right handed?
Is there an order to all these videos? Difficult to discern. Except for the ones that begin, “Welcome back ...”.
Here is the playlist: th-cam.com/video/gXbThCXjZFM/w-d-xo.html
Best lectures of SVD! BTW, Dr.Brunton looks like Filthy Frank (but more handsome than Papa Franku)
Thank you, Dr. Brunton! Really hope you can upload more videos!
Great stuff; thanks a lot. Quick question! Is it fair to say that the left singular vectors reflect the distribution (statistical distribution) of the column vectors?!
I am learning this because I saw this being used in Battery modelling for electric vehicles. I don't understand how it is used (which is why I am here) but you can add that to number of applications of SVD
Thanks!
hey, steve! just wanted to say that I am doing data science in college right now and it is really hard to learn when you don't understand why you are doing something but you make it really easy to understand why we do a certain thing and how it actually connects to data science. so thank you sm!
Hey I just came across your comment and was curious. How have your studies in data science been going?
Thank you so much for the effort you put in to help others. So grateful for the quality content. I'm very privileged to have access to this quality of teaching!
Hey Steve. Silly question... Did you learn to write backward so you can do these videos or how do you achieve this? 😅
mirror the video ;)
@@and_jannis no it is not. He is actually writing from his right to left as backwards
th-cam.com/video/wCOuu0-o5YI/w-d-xo.html HE is probably shooting through a mirror
I love finding wonderful teachers unexpectedly
You like like "Harrison wells" character in the flash season 1. He was a great scientist and teacher in Reel life , You are same in real life.
Very nice Videos, Thank you
These videos are priceless. Thank you for such a clear exposition of an important topic.
I always wondered how these videos are recorded. Is there a glass between you and the camera? Great content anyways!
Blind guess: Its glass and than they flip the video horizontally... Or Mr Brunton is not only a genius but is also able to write mirror font.
I finde both equally likely
@@Sonnentau1 Dr Brunton seems to be actually left-handed as per other videos; so the glass/flip-video hypothesis/trick seems likely. Neat.
Wedding band on the "right" hand, so think he's left-handed and image flipped :)
I have asked Prof brunton in another video about the exact same thing and he replied with 'years of practice' :)
If there is glass, the writing is still backwards relative to the writer. I don't see how it matters if you flip it.
The writing is trippy man. The words are not supposed to look like that if he’s facing the camera, it’s supposed to be from right to left and written backward. How does the writing looks like normal in the video? Unless the guy is writing backward
Svd like when I be pulling out this Russian svd dragunov in the school
D - Decomposition
R - Rational
A - Angle
G - Geometry
U - Unitary
N - Numbers
O - Obstacle
V - Variation
How can I make such an instructional video? This handwritten text feels like it is written upside down in the mirror.
bruh, did you learn how to write backwards? am I tripping?
HUH, sounds important, Steve
ima make bank using this u kno what it be. we want benjamins, baby u kno what it is
Rodriguez Shirley Brown Brenda Lopez Donald
Williams Kenneth Garcia Christopher Brown Eric
Just surprised at the production logic behind the video. Had to think for solid 5 min to figure out how it was recorded and edited for us to be able to read those words.
I got inner peace after figuring that out.
Oh man you should really update your math. Your understanding of math is ... off.
Hope the series could link to the colab, thanks for the content.
I’m searching SVD gun and this video shows up
Yes yes the math is cool and all but homeboy is writing backwards like it's nothing
I have to say: not only the lectures are really handsome, the man himself is also really handsome. hahaha. What a great educator!
This series helped me immensely. Thanks a lot!
SVD overview? More like "Super great information that everyone should view!" 👍
Thompson Donna Miller Jessica Robinson Amy
Am I stupid or does he have to be writing backwards for this to work?
Taylor Michelle Hernandez Sandra Johnson Angela
Thank you so much for the content.
SVD is gangsta until Matrix: 1000000 x1000000 arrives!!
Then hit it with randomized SVD!
Great video.
Wish my ADHD brain would stop focusing so much on the handwaving and the hows and why of the this weird otherworldly transparent glassboard/whiteboard
What application did you use to make this transparent board?
We are using the lightboard
Machine Learning for Manufacturing Automation is a brand new course being offered at Missouri University of Science and Technology, and I am in the second class ever to go through it. Thanks for your videos, they’re very helpful to establish intuition!!
For the first 3 minutes and I was so confused and amazed by his incredible talent for mirror writing (it looked as good as my normal handwriting!) Then I realized he probably flipped the video 😅😆
0:52 ! how it is possible? writing backward!!!
If I have a single time series.. Then what should i do to get eigenvalues?
Really amazing how you introduce us to “mysterious” ways of manipulating our interests in such a crystal clear way!
HOW THE HELL IS HE WRITING? Even if you have a glass between him and the camera it still makes no sense.
at 5:34... How we can make money from Linear Algebra?
Wow soo good to have you back 😃....Thank you
These days if you say the words "Cloud" and "Machine Learning" in the same sentence venture capitalists will swarm
Good Presentation. 👩🏽🏫. There is a book and .pdf listed above. Where can I find how correlated or not these documents are? Do these two documents work together? Does the .pdf document have an errata sheet? Thanks.
I've done watched the videos, till data visualization - buyer beware. Please tell me, should I watch another one playlist before watch this video? Like linear algebra or begining scientific computing? Thank you
i understand clearly how to compute the SVD. but it seems like that i forgot something. if i have a matrix of nxn and i want to reduce the dimesion to rxr . how do i get the rxr matrix? if someone knows inform me i need it right away.
You don't even need to take notes. Just take a screenshot of the sketches
Does someone now what marker pen this guys use ?
You are left-handed. Gotcha!
Where can I find -in the playlist- the "tailored" data-driven transforms part?
are you writing backwards on a glass board or is this some kind of editing magic ... this keeps me up at night
I tried to get a tailored basis for my data using SVD, and it yielded the exact Fourier basis. :D
Why this video is available only in HD? It can be a bit problematic...
i have all the options from 144p up to 1080p...
Strange. I still have only 1440p and 2160p options.
Sorry about that. Newer videos will have this issue fixed.
What do that mean "Data-driven" generalization of FFT?
i really like the video presentation and clarity of topics, stayed and subscribed.
Walker Lisa Moore Mark Davis William
Watched a lecture on SVD as part of a vector semantics course. Will watch the 2nd part and exercise tomorrow, but I added a few of your videos to my watch later and will watch them over night. Your rather visual explanations always help me to understand the concepts and see their use.
Thanks for posting these videos
Which classes would be prerequisites for this content if it were to be presented in a class at a University?
Yo, how do you learn to write in reverse like that
How does he write backwards?
Thank you so much for this video series. It helped me a lot!
Is there some video for each chapter of the book?
Yes, we tried to break it down so each section has a video.
nice explain how to interact with you
Can not access some of the function since they are in the Statistical Toolbox.
great lecture bt where are your legs dude??
svd gun?
Hi, is there any sequence I should follow to watch these videos ?
The fact that you are left handed makes it even more confusing
I didnt find this talk helpful.
Thanks so much for this series, I’m so excited to watch it! Just wondering if there are videos for all chapters of the book or only a select few?
never realized that Prof Kutz was your colleague. he really is a legend.
Thank you so much for these videos I'm persuing the playlist and I really love it!
I did high graduate school in engineering and I learned there how to hate mathematics. If only I had such a teacher, it would have been definitely different.
Legit
Domingo Terrace
love it, what a series, thank
What dry erase markers do you use?
Freda Groves
Thank you! It is nice to have you back 😉
Baumbach Spurs
I know what you did...
Ortiz Stravenue
Thank you ))
Sir can you tell us the most important math lessons a student of automatic control and signals needs?
😊😊😊😊
Moen Harbors
Kellen Course
Guess I'm late to the party. Just found out your channel. Damnnnnn
how does this guy write backwards so fast
harrison wells