Support Vector Machines: All you need to know!

Рет қаралды 135,954

Күн бұрын

#MachineLearning #Deeplearning #SVM
Support vector machine (SVM) is one of the best nonlinear supervised machine learning models. Given a set of labeled training data, SVM will help us to find the optimal hyperplane which categorizes new examples. This video is all about SVM, an intuitive introduction of all you need to know!
Colab link for this video:
colab.research.google.com/dri...
Instagram: / machinelearning
0:00 Introduction
0:34 Finding the optimal Hyperplane
3:04 Finding Max Margin Mathematically
7:24 Lagrange Multiplier
9:49 Hard Margin vs Soft Margin
12:28 Kernel Trick

Пікірлер: 94

@CJTongue 4 жыл бұрын

That was awesome. Everyone always jumps to neural networks, but often svms do the same classification work with no huge iterative training required and are simply a better solution much of the time. Thanks for explaining the mathematical basis behind their power, and particularly the gaussian kernel function, so simple and yet such amazing results.

@convolutionalnn2582 2 жыл бұрын

Its hurt when you don't even understand this kind of explanation 😭

@almogdavid Ай бұрын

Don't feel ashamed it's not for someone who does not know SVM at all.

@leslittlethings Жыл бұрын

So concise, so intuitive, yet mathematically in-depth as well! Tysm!

@vats6 2 жыл бұрын

Wow! Definitely one of the most clear intution of SVMs availble on the internet, Thank you sir.

@arth01r 2 жыл бұрын

This is one of the clearest explanations in 15 minutes!

@kishmatbhattarai Жыл бұрын

This is most amazing and actual explanation of SVM in entire internet. Thank you ❤️

@Hammadmk971 6 ай бұрын

I love you, man! I went through several explanations, books, guides but couldn't understand the underlying concept. You made it crystal clear! Thank you very much!

@mulls9281 7 ай бұрын

This is an amazing video. Usually these KZfaq videos leave out the math and focus on the animation. But clearly the mathematician/animator of this video is very talented.

@milanspanko241 5 ай бұрын

This video fully covers the range of the SVM lecture at my university, something that others video don't even come close to. Perfect !

@Vijay-fi8bm Жыл бұрын

I understood the whole SVM concept with just one video, that too with visualisations.

@niranjansitapure7752 2 жыл бұрын

This was the best and most quick SVM video.

@itsfabiolous 9 ай бұрын

The math is soooo good explained. I think the pacing is hard without prior knowledge but you explained that so damn elegantly! Thank you!

@DJSturm1 2 жыл бұрын

First video on youtube about svm that gathers together everything you need to know about this algorithm

@sheetsoncrack6666 2 жыл бұрын

The best SVM explanation video I have ever watched

@geeteshpaidi200 20 күн бұрын

i did not understand this video when I saw it first but then I took a pen and a paper and did the proof along with him. Now i understood the maths behind it. Thank you.

@chandanadeeksha884 8 ай бұрын

All of that in 15 minutes. My mind is blown 😲Thanks for the video

@sianashsad7805 3 ай бұрын

Oh my god, this video is so well made it's actually mind blowing.....

@mohammadamjadi641 21 күн бұрын

HATS OFF TO YOU . THE BEST VIDEO I HAVE EVER SEEN ABOUT SVM . THANNK YOU

@schnittstelle8492 4 жыл бұрын

You deserve like 1 Million subscribers for your contents, I am telling you that!

@IntuitiveMachineLearning 4 жыл бұрын

Thanks!!

@eachannel8341 2 жыл бұрын

Great job. It must have taken a lot of time. Thanks a lot!

@rahulduvedi3341 4 жыл бұрын

That was epic!! Please making more of these

@IntuitiveMachineLearning 4 жыл бұрын

Thanks very much!

@sjnoh63 Жыл бұрын

Fantastic explaination!! Such great representation of concepts. thank you so much!

@jlee-mp4 6 ай бұрын

This is one of the best videos ever

@Jack-cm5ch 5 ай бұрын

I am glad I found this channel

@rajesht9702 2 ай бұрын

Thank you for making this video

@hindeshakash4709 2 жыл бұрын

Simply Brilliant!!!

@cleytondesouzaoliveira5280 2 жыл бұрын

Very helpful video. Thank you!

@antoniomajdandzic8462 2 жыл бұрын

Clear explanations. I encourage you to produce more content. :)

@yezhang9746 4 жыл бұрын

The best machine learning channel!

@IntuitiveMachineLearning 4 жыл бұрын

Thanks! 😊

@peterdr2727 4 жыл бұрын

This is supper cool! Best explanation!

@IntuitiveMachineLearning 4 жыл бұрын

Thanks very much!

@deutschvalley3574 2 жыл бұрын

Great explanation sir i love they way of teaching kindly make videos on all Ml and Deep learning Algorithms 🤩

@YY-du3ix Жыл бұрын

very great explanation! thank you

@DigitalMadness 4 жыл бұрын

I love this channel!

@IntuitiveMachineLearning 4 жыл бұрын

Thanks!

@felixkania498 4 жыл бұрын

Getting even better with every upload!

@IntuitiveMachineLearning 4 жыл бұрын

Thanks!

@felixkania498 4 жыл бұрын

Intuitive Machine Learning do you have some further recommendations for learning about ML? Thanks!

@IntuitiveMachineLearning 4 жыл бұрын

Stay tuned on our channel😊

@visheshsinha_ 4 жыл бұрын

This is Great, so simple explanation. Thank you

@IntuitiveMachineLearning 4 жыл бұрын

thanks！

@zukofire6424 Жыл бұрын

amazing, have to say : thank you very much!

@ashishmishra5233 8 ай бұрын

Well done Sir, thanks for the effort 🤘

@damoonrobatian9371 Жыл бұрын

Great job!

@hongkyulee9724 2 жыл бұрын

Thank you for the nice video. I wanna contribute to the world like you. Hope your happiness!

@ramprasathasokan4537 4 жыл бұрын

Way to go.. It's simply awesome..

@IntuitiveMachineLearning 4 жыл бұрын

thanks!

@yaserdavidcruzdelgado182 8 ай бұрын

Thanks a lot!

@LinhTHoang Жыл бұрын

Thanks for the brilliant video!

@tunamusic2314 Жыл бұрын

giau

@supersnowva6717 Жыл бұрын

After watching the Support Vector Machine lecture from MIT Professor Patrick Winston, it makes so much sense! One of the best explained videos on SVM! Although I think there is a typo on the Lagrangian equation, the sign of the first term SUM(alpha _i) should be "+" instead of "-". Otherwise perfect!

@linzhu5178 2 жыл бұрын

amazing, thanks laotie

@MrFischvogel Жыл бұрын

Awesome !!

@bhaveshsharma9087 4 жыл бұрын

Bro u r doing great keep it up

@IntuitiveMachineLearning 4 жыл бұрын

thanks

@user-sultan-el-hadra 3 жыл бұрын

you are the best

@hrsight 4 ай бұрын

Good content

@yuqingxue8518 2 жыл бұрын

I LOVE THE VIDEO. It's better than my professor LOL

@ahmetsezginn Жыл бұрын

thanks mate

@tomsze4314 3 жыл бұрын

I felt lucky after watching this video

@javiergil8561 4 жыл бұрын

Extremely high quality content! I've already shared it on linkedIn... By the way, what software do you use for graph animations? Keep it up!

@IntuitiveMachineLearning 4 жыл бұрын

We use adobe premiere for video editing

@javiergil8561 4 жыл бұрын

@@IntuitiveMachineLearning Adobe Premiere for graph animations too?

@wishIKnewHowToLove Жыл бұрын

Thx

@theAi_journey Жыл бұрын

I love it that you did not leave math part

@nelsondelarosa5490 4 ай бұрын

Exacellent

@dylantintenfich845 8 ай бұрын

Love this video! Only one question. Is the partial derivative ∂L/∂w the same as the gradient ∇w L?

@machkouroke7731 Жыл бұрын

How to extends support vector machine to multi label classification?

@uahnbu 4 жыл бұрын

The art style is similar to a comic I've read. Does anyone know what it is?

@Pankaj_Khanal_Joshi 6 ай бұрын

Pls teach maths behind ML. Thank you

@machkouroke7731 Жыл бұрын

What is the unknow vector u?

@waiyanpyaesone9749 3 жыл бұрын

How come negative Sum alpha sub i * negative 1 = negative Sum alpha sub i at 9:12 ?

@chengwei32 2 жыл бұрын

I think there are multiple places the signs are not correct around the time mark. One more thing, around these deviations, I think it is better not to use so much animation, or do the animation slowly. It is too difficult to see it clearly. But the content of the video is very high quality. Thanks a lot for sharing it.

@leslittlethings Жыл бұрын

At 9:07 I think there's a problem with signs? Or prolly missing brackets.

@dennyloevlie768 2 жыл бұрын

Great video but at the beginning you say that SVM is a nonlinear model when it is a linear one.

@sumanthkumar4035 4 ай бұрын

it's a great video, but i didn't understand how (2/||w||) is equal to 0.5*||w||^2 . TIA

@Adi-eh1gp 4 ай бұрын

Those are not equal. We want to maximize 2/||w|| (this is the distance between H1 and H2). Maximizing this is equivalent to minimizing ||w||, which is equivalent to minimizing 0.5*||w||^2. :)

@user-ho2ys9zi9e 3 ай бұрын

can i used your PPT sir ? i have my reporting tomorrow about SVM please can someone help me send ma a PPT? of this?

@_avr314 4 ай бұрын

Great potential, but throwing some important mathematical concepts (that actually build the intuition) around like it's something trivial is careless at best. Either the channel name then should be non-intuitive ML or gotta expand on things like "for mathematical convenience" -- that is, convexity + computational / numerical optimization -- things that are way more important to emphasize for intuition-building purposes than technical use of Lagrange multipliers

@radioactivespaghetti3416 7 ай бұрын

This was a really good video but this dudes English was so hard to understand at some points I had to keep subtitles on😭

@Elitea20 2 ай бұрын

If I don’t understand this explanation….maybe I’m the problem

@Elitea20 2 ай бұрын

I accepted my fate about failing my machine learning test

@Ramon314 8 ай бұрын

A.K.A.*

@ismailkaracakaya260 Жыл бұрын

Nobody explains what is w? where is it coming from, or what is b which is the intercept, how to calculate it , terrible video

@PrasanNavi 11 ай бұрын

This is good but i think you are going too much into the math which is unnecessarily making this video very long.

@martinkunev9911 Жыл бұрын

Good explanation, but I really have trouble understanding your accent.

@HolyRoody Ай бұрын

Man you gotta skip explaining things mathematically and do it in other ways, a lot of us students don't even understand math.

@adrenochromeaddict4232 6 ай бұрын

I'm so glad you made this video the statquest guy can't teach shit

@mosesjane9456 2 жыл бұрын

Additional SVM blog : medium.com/sfu-cspmp/a-practical-guide-to-support-vector-machines-svm-ccd6a4d4dd04

@ritshpatidar 7 ай бұрын

I lost it in the first equation itself🥲. Even Transformers are easier to understand.