I cannot express my happiness enough. You are inspiring many and I am going to strive to do as much as I can to make my students understand. True teachers are underappreciated. Much love.
This is the most crisp, lucid, and downright amazing explanation of the concept with demonstration. I could make out the efforts you have taken in designing this video, answering every detail of the concept and covering all possible scenarios every step of the way. You're hands down brilliant, thank you for this creation!!
So comprehensive yet always to the point. Amazing quality. My professor mentioned in passing that the Mars rovers perform SVD and only select the first few largest singular values to send back and you explained perfectly why this works!
My professor taught this in class and I was like what is the use of this. After watching this, I realised how fascinating this stuff is. Thanks a lot for making this. Shared with my friends.
Luis, you are a freakin’ genius 💜 There’s no way someone would not be able to understand any math concept if taught in such a lucid way. Sir, it’s a humble request from my side (and I’m sure a lot of others would agree with me) to create an ordered playlist on math for machine learning, it’d be of great help!
Thank you Debarchan! I have some playlists on the front page of the channel (ruclips.net/user/LuisSerrano), on supervised/unsupervised learning, probability, etc. Also, I organized all the videos into topics here: serrano.academy. Let me know if they help, or if you have any different suggestions. Cheers!
Having to compose a mathematical essay about the usage of SVD in image compression, without having been taught about the concept of linear algebra, I had to look for appropriate sources that would help me understand the theory. After hours of online research I managed to find your video and I have to admit that I'm impressed. Your analysis is both thorough and comprehensive in the simplest way possible. Thank you so much for your help! Keep up the good work!
i have been finding study material to learn SVD and in this journey I went through several PDFs, slides and few books but this video is the best and crisp explanation of this algorithm. Thanks!
Two Thumbs Up!!!! I have been all over RUclips the past two days watching presentations on SVD (many of them very good), and I am only 3:45 into this video and I **NOW** understand why there are two rotations involved with this simple illustration. This was gold and very, very helpful. Thank you!👍👍
Okay, mind blown a second time here at minute 13:00. Seeing the visual for why when the second scaling factor is zero it compresses the line and thus reduces the dimension via the degenerate transformation. Again, I've seen the math elsewhere, but not until the visual here did I actually understand what was going on. Thank you again.
This explanation is genius. After watching a few videos on the subject, I got to this one and wow, everything I just saw made sense. A few people have this talent, and it’s awesome that you’re helping others with it. Keep up with your content!
This IS the best explanation of ANYTHING (no matter what field, what topic) I've ever got in my life about something. Incredibly visual didactic style. Grandioso!
Easily the best explanation on youtube by far - I've been going all over trying to understand what SVD actually means. This video provided that and so much more, will catch your other videos and hopefully they're as good!
BRAVO! If anyone of you viewers wonder what "disruption" looks like when it comes to technology and business models, this video is a perfect example. If we just narrow it down to getting the knowledge of, say SVD, then why on earth would anyone pay a tuition fee, commute for hours or relocate, to sit in front of a mediocre "teacher" who do not have the interest or pedagogical skills to teach (we have all had these "teachers" and it sucks! Is that not why you are here?!?!), when you can watch a video of this quality with prefect explanations and examples at the comfort of your home as many times as you want for free(*)??? Eventually no one will!!! Education is truly democratized one video at a time...
Sheer brilliance. Your clarity of thought is mind bending. Luis serrano, statquest, ritvickmath, krish naik and codebasics - this is pretty much my holy grail for datascience
I'm so happy to finally find you....the best...it was like you were answering my questions while I'm asking you in a live...hoping for more similar videos ❤️
You did a phenomenal job on this concept and video! This is the best explanation I have seen as to why we can drop smaller singular values and end up with a reasonable approximation!
You're an excellent teacher, Luis. Can't thank you enough for the amazing explanations for these hard-to-grasp concepts. Hope you and your family are doing well during this pandemic.
I really love the way you explain these Maths topics which I never understand in Linear Algebra classes as theory but here I got in this one video with clear visualization and moreover we can always follow in python code which is really cool to see. Thanks for effort and time for strangers like me. Just Keep going.
So informative and easy to follow. I love this. Thank you so much for taking the time to create this video. It's so important to know how the concepts we learn in class can be applied in real life. This has changed everything for me. Thank you again.
Thank you! I came across SVD while doing natural language processing. This is the best explanation I have seen by far. Is there any chance you can do a chapter on SVD in the context of machine learning? Thank you again for the excellent work
impressive, i've watched it first and got a bif confused... watched a more theoretical class on SVD next and got extra confused... finally I went back to this video with my new theory background and VOILA SVD now makes all the sense in the world
Wow .it's so crazy and the mathematics representation was expressed in the pictorial representation of the beginning of this video is so awesome...keep rocking
Luis, gracias por compartir tus videos. Realmente son de lo mejor de YT. Siempre recomiendo que te sigan(te descubrí en Udacity)...me encanta la forma en que abordas SVD, es la misma forma que uso yo mismo: abordarla desde un punto de vista geométrico. Evidentemente, la calidad del video me deja sin palabras...la magia de SVD es la reducción de dimensionalidad y la muestras magistralmente, la clave de esta reducción la dices en 11:33 determinante = 0...¡Bravo!
Wow! A very much simple explaination of SVD with great intution and visualization! The best explaination of SVD I have found in internet so far. Thank you sir, also, could you please make a video about the computation of SVD in a detailed manner.
After searching for this topic, I had a list of videos to choose from, then I remembered the great explanations I had gotten from this channel, so I selected this video... wasn't disappointed.
Very good! Thank you! Maybe would be interesting to mention that turn a circle into an ellipse is helpful to turn a non linearly separable set into a separable one.
Best explanation on SVDs. Keep it up Luis !!
Thanks Ahmad, coming from a top youtuber like you, this is great praise!
I must admit one of the simplest and efficient explanation of SVD. Loved it.
I cannot express my happiness enough. You are inspiring many and I am going to strive to do as much as I can to make my students understand. True teachers are underappreciated. Much love.
This is the most crisp, lucid, and downright amazing explanation of the concept with demonstration. I could make out the efforts you have taken in designing this video, answering every detail of the concept and covering all possible scenarios every step of the way. You're hands down brilliant, thank you for this creation!!
So comprehensive yet always to the point. Amazing quality. My professor mentioned in passing that the Mars rovers perform SVD and only select the first few largest singular values to send back and you explained perfectly why this works!
My professor taught this in class and I was like what is the use of this. After watching this, I realised how fascinating this stuff is. Thanks a lot for making this. Shared with my friends.
I've spent 3 hours finding this amazingly clear explanation instead of studying messy course notes and it worthed it:) Thank you, Mr. Serrano.
Luis, you are a freakin’ genius 💜 There’s no way someone would not be able to understand any math concept if taught in such a lucid way.
Sir, it’s a humble request from my side (and I’m sure a lot of others would agree with me) to create an ordered playlist on math for machine learning, it’d be of great help!
Thank you Debarchan! I have some playlists on the front page of the channel (ruclips.net/user/LuisSerrano), on supervised/unsupervised learning, probability, etc. Also, I organized all the videos into topics here: serrano.academy. Let me know if they help, or if you have any different suggestions. Cheers!
@@SerranoAcademy Nice
Much agreed. He's a genius!
I have been struggling with the concept of SVD for months and now I finally get it with this clear and friendly tutorial. Thank you!
Having to compose a mathematical essay about the usage of SVD in image compression, without having been taught about the concept of linear algebra, I had to look for appropriate sources that would help me understand the theory. After hours of online research I managed to find your video and I have to admit that I'm impressed. Your analysis is both thorough and comprehensive in the simplest way possible. Thank you so much for your help! Keep up the good work!
This is the definition of perfect! I can't imagine anyone can explain these concepts better than him! Really appreciate it!
i have been finding study material to learn SVD and in this journey I went through several PDFs, slides and few books but this video is the best and crisp explanation of this algorithm. Thanks!
You have saved me man, I had a presentation tomorrow on SVD, and now I have got everything that I need to know.
Usually for each topic that I search for, I watch couple videos, but hey dear youtuber just land here, he did the best explanation, thanks
Thank you, Mr. Luis Serrano. Much appreciated: the entire effort to put out the video with so much dexterity...AWESOME!!
Thank you Viswapriya!
With due respect , but what Dr Boyd and Dr Strang could not help me understand, you made it so simple to get in for a lifetime... Thank you so much..
Two Thumbs Up!!!! I have been all over RUclips the past two days watching presentations on SVD (many of them very good), and I am only 3:45 into this video and I **NOW** understand why there are two rotations involved with this simple illustration. This was gold and very, very helpful. Thank you!👍👍
Okay, mind blown a second time here at minute 13:00. Seeing the visual for why when the second scaling factor is zero it compresses the line and thus reduces the dimension via the degenerate transformation. Again, I've seen the math elsewhere, but not until the visual here did I actually understand what was going on. Thank you again.
Probably the best explanation of the SVD technique that I've seen so far. Good job!
This is hands down the best explanation of SVD on the internet. Thank you
This explanation is genius. After watching a few videos on the subject, I got to this one and wow, everything I just saw made sense. A few people have this talent, and it’s awesome that you’re helping others with it. Keep up with your content!
This IS the best explanation of ANYTHING (no matter what field, what topic) I've ever got in my life about something. Incredibly visual didactic style. Grandioso!
I've watched several videos trying to explain what linear transformations are and this one hit home for me...thank you!
You are one of the best teachers i have ever come across. Please keep helping people like me with awesome explanations. May god bless you !
Easily the best explanation on youtube by far - I've been going all over trying to understand what SVD actually means. This video provided that and so much more, will catch your other videos and hopefully they're as good!
Wow! Seriusly this is perfect! You go direct to the root of it. Thank you a lot for making it easy to understand 😀😀
By far this is the most clear explanation about SVD ! Greatly appreciate your work and efforts
BRAVO! If anyone of you viewers wonder what "disruption" looks like when it comes to technology and business models, this video is a perfect example. If we just narrow it down to getting the knowledge of, say SVD, then why on earth would anyone pay a tuition fee, commute for hours or relocate, to sit in front of a mediocre "teacher" who do not have the interest or pedagogical skills to teach (we have all had these "teachers" and it sucks! Is that not why you are here?!?!), when you can watch a video of this quality with prefect explanations and examples at the comfort of your home as many times as you want for free(*)??? Eventually no one will!!! Education is truly democratized one video at a time...
This is literally amazing. Please keep your work.
Wow! This is the most clear explanation on SVD.
Sheer brilliance. Your clarity of thought is mind bending. Luis serrano, statquest, ritvickmath, krish naik and codebasics - this is pretty much my holy grail for datascience
The first half of the video is one of the best intruductions on SVD that I could find so far. Thank you so much.
El mejor video de la vida para entendelo todo! SVD y PCA los aprendi gracias a los videos de este canal. Muchas Gracias.
By far the best explanation I have seen for SVD. It could not be better than this. Thanks a lot Luis for this excellent video.
Wow, you explained SVD in such a nice and clear manner! Love it. Thank you so much.
This is the best, the best, the best explanation of SVD, image compression I could find on youtube. Thank you so much Mr. Serrano!
This is the best presentation on SVD ever seen.
I particularly love your explanation for image compression...just amazing! Thanks much!
Thank you sir for simplifying the depth of topic with such visuals under 30 mins 🙏. Now I have practical intuition of SVD
Thank You Luis Serrano for making such concepts very easy to understand.
I'm so happy to finally find you....the best...it was like you were answering my questions while I'm asking you in a live...hoping for more similar videos ❤️
You did a phenomenal job on this concept and video! This is the best explanation I have seen as to why we can drop smaller singular values and end up with a reasonable approximation!
World needs more people like you.
This is truly an awesome tutorial. Thanks Luis!
You are most amazing person that know how to teach to make it intuitive.
Best video in RUclips about SVD. Need more ML related videos. Keep it up :)
You're an excellent teacher, Luis. Can't thank you enough for the amazing explanations for these hard-to-grasp concepts. Hope you and your family are doing well during this pandemic.
Thank you! Hope you and your family are well too!
I never understood SVD until now. You are my favorite teacher :D
I really love the way you explain these Maths topics which I never understand in Linear Algebra classes as theory but here I got in this one video with clear visualization and moreover we can always follow in python code which is really cool to see. Thanks for effort and time for strangers like me. Just Keep going.
Best Explanation for intuition underlying SVDs
Absolutely brilliant. My brain absorbed it like a sponge. Will buy the book. Looks just fine for application without assuming any background
So informative and easy to follow. I love this. Thank you so much for taking the time to create this video. It's so important to know how the concepts we learn in class can be applied in real life. This has changed everything for me. Thank you again.
You are Democratizing quality technical education and making it accessible to all.
For Dr. Serrano : Vox Luis, Vox Dei 🙏
Whenever I lack inspiration, I re-VIEW these gem videos!
Thank you for such a kind comment, what an honor. :) I'm glad you're enjoying the videos!
This is extraordinary! Thanks a lot for simplifying the visual intuition behind SVD so clearly.
Great video, it's really nice to see that kind of explanation out there :) Keep it up
Wow... Much much better than any book or professor's explanation..
This video is the most intuitive way of explaining the svd, thanks!
The best explanation & depiction of SVD.
Wow.... You took a very complex topic and turned it easy-peasy. Thank you.
This video deserves more recognition!
this is the best explanation on SVD ive seen thank you! you really explain the logic behind it well
This reminds me of residual vector quantization. Respect, Luis Serrano!
this was an awesome explanation. please do more of these . thanks a lot. please do one on Independent Component Analysis (ICA)
One of the finest explanation of singular value decomposition. Thank you!
The best visual explanation of SVD.
Mr. Luis Serrano you are the BEST.
That's a great explanatory video. Thank you for making it crystal clear.
Very well explained! please upload some practical videos including coding as well.
I guess this is pretty important concept! Gonna watch it ❤️ thanks for sharing such awesome content!
Thank you Rushiraj!
Amazing! All so plain and simple to see and understand the full concept of ML.
Thank you! I came across SVD while doing natural language processing. This is the best explanation I have seen by far. Is there any chance you can do a chapter on SVD in the context of machine learning? Thank you again for the excellent work
By far the best SVD explanation!
Best explanation on the Internet
impressive, i've watched it first and got a bif confused... watched a more theoretical class on SVD next and got extra confused... finally I went back to this video with my new theory background and VOILA SVD now makes all the sense in the world
One of the best explanation for SVD .. To good.
我最喜欢的SVD解释，很有用
Hands down, the best video ever for svd. Thank you so much, Sir.
Your video made help us made our entire presentation for college - Thanks a tonne!
Thank you so much for making SVD simpler, loved it,
The best explanation of svd ever !
Wow .it's so crazy and the mathematics representation was expressed in the pictorial representation of the beginning of this video is so awesome...keep rocking
One of the best and simple explanation of svd, thank u!
Awesome awesome awesome illustration. Thank you, you made the idea very clear and simple
Thank you so much, i have been struggling to understand SVD and finally I understood it well.
Luis, gracias por compartir tus videos. Realmente son de lo mejor de YT. Siempre recomiendo que te sigan(te descubrí en Udacity)...me encanta la forma en que abordas SVD, es la misma forma que uso yo mismo: abordarla desde un punto de vista geométrico. Evidentemente, la calidad del video me deja sin palabras...la magia de SVD es la reducción de dimensionalidad y la muestras magistralmente, la clave de esta reducción la dices en 11:33 determinante = 0...¡Bravo!
after watching this video, I finally understand the point of linear algebra. thank you!
Thank you, this is really good explanation just the right amount of abstraction for me (computer engineering background)
Excellent. crisp and comprehensive👌
This explanation was absolutely amazing. Thank you so much for your help!
Just found your channel. I need to understand SVD for my work and this is great.
Great explaining such critical concept SVD ,
Always clever in making complex concepts , easy and simple
Thank you Serrano
Thank you Mohamed!
Wow! A very much simple explaination of SVD with great intution and visualization! The best explaination of SVD I have found in internet so far. Thank you sir, also, could you please make a video about the computation of SVD in a detailed manner.
Thank you so much this. I am really happy I found your channel.
I have been struggling to understand SVD.
Indeed amazing demonstration of complex things!
Luis, you are a talented teacher. Thank you for this great explanation!
One of the best explanations ever!
great video on SVD, helped me understand the concept really well, thank you very much 🙏
This video was amazing! Best explanation of the SVD I've seen so far.
After searching for this topic, I had a list of videos to choose from, then I remembered the great explanations I had gotten from this channel, so I selected this video... wasn't disappointed.
Thank you ! You´re explaining this concept in such a perfect way with so many good examples and visiuals. Keep up the good work :)
Very good! Thank you! Maybe would be interesting to mention that turn a circle into an ellipse is helpful to turn a non linearly separable set into a separable one.