Support Vector Machines: A Visual Explanation with Sample Python Code

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  • เผยแพร่เมื่อ 4 ก.พ. 2025

ความคิดเห็น • 465

  • @timharris72
    @timharris72 7 ปีที่แล้ว +225

    That was the best tutorial I have seen on SVMs. Impressive. The slides were very well done and the explanation was simple. It's nice to see an tutorial without the math. When you start to explain the math it gets very complicated and it is easy to get lost.

    • @ADashofData
      @ADashofData  7 ปีที่แล้ว +5

      Thank you!

    • @chowpal9810
      @chowpal9810 6 ปีที่แล้ว

      Yes I agree~ best tutorial ever, hope I could see more tutorials. Thank you Alice

    • @Lets_MakeItSimple
      @Lets_MakeItSimple 5 ปีที่แล้ว

      I completely agree with Tim here.

    • @trishaz7056
      @trishaz7056 5 ปีที่แล้ว

      Totally agree!!!

    • @rachittsharmaaa
      @rachittsharmaaa 5 ปีที่แล้ว

      @@ADashofData how to use examples avaliable in libsvm??

  • @siddharthsoni1862
    @siddharthsoni1862 6 ปีที่แล้ว +151

    What a badass way to win an argument.

  • @GAment_11
    @GAment_11 6 ปีที่แล้ว +13

    Sometimes I think when sitting in class, "I must just not be that smart and these concepts are just too intense to comprehend". And then youtubers, such as yourself, make me feel much better about the same topic, in less time than sitting in class. Thanks so much for taking the time to make videos such as this to help students around the world. This stuff is so cool when it makes sense!

  • @shekharkumar1902
    @shekharkumar1902 3 ปีที่แล้ว +1

    Cup cakes to SVM depth. Amazingly genius idea . Thanks for explaining it so clear!

  • @reazahmed1191
    @reazahmed1191 6 ปีที่แล้ว +2

    This is the best tutorial I have ever watched on SVM. She explained everything in a simple way. It was very easy for me to understand SVM. Thanks, Alice!

  • @martinrussell1404
    @martinrussell1404 6 ปีที่แล้ว

    Just blew my mind, I've been normalizing data since I started my online data science bootcamp, but haven't really understood the concept, the first 5 minutes of your video was one of those shining light moments! Thank you Alice.

  • @xZzzit
    @xZzzit 3 ปีที่แล้ว

    Honestly, the best video explanation I have seen so far on SVM.

  • @vivianacoccomariani9832
    @vivianacoccomariani9832 7 ปีที่แล้ว

    Positive points Alice commented about 2 classes and also multiple classes. Explanation about 2D, 3D and more dimensions data were very well done. Great explanation, thank you for sharing with us.

  • @asimsultan8191
    @asimsultan8191 3 ปีที่แล้ว

    Points that I cont understand for months, this tutorial taught me -> Widest ROAD. Thank you

  • @NxtGenTech
    @NxtGenTech 3 ปีที่แล้ว

    Best tutorial for SVM as per now what I saw other youtube videos on SVM. It includes the best way of representation using actual code and doing analysis. Keep It up.

  • @technoreviews8415
    @technoreviews8415 6 ปีที่แล้ว

    Really its is the best tutorials on SVMs. Brief and sequential with focus on application oriented learning. Great.

  • @jimwest63
    @jimwest63 6 ปีที่แล้ว +1

    The first three minutes of this video helped me develop a clearer understanding of SVMs than numerous previous attempts, making clear just how simple the underlying idea is, and immediately clarifying the jargon straight up front by mapping to simple 2D language.
    Anyone that can provide such a simple and mentally sticky image where many others have tried and failed has got to be worth subscribing to. Really well done. I can't wait to watch your other stuff.

  • @sandeepahuja1023
    @sandeepahuja1023 5 ปีที่แล้ว +1

    Probably THE simplest way of explaining SVM..I'm glad that I stumbled upon your tutorial..thank you!

  • @hadjdaoudmomo9534
    @hadjdaoudmomo9534 6 ปีที่แล้ว +30

    Your explanation is just the best, simple and clear; please make more tutorials and cover other topics, and thank you so much

  • @diekluge
    @diekluge 5 ปีที่แล้ว

    I've noticed a trend that all the best machine learning videos - I'm talking about the videos that are funny, well done, easy to understand, and just plain great at being able to convey what the algorithm does, without delving into craploads of math, are all made by women. I'll leave it to others to speculate as to why that is. Just something I've personally observed. So, kudos to you for a great, great video. I was hoping for something on support vector regression here (a good video on which is really hard to find, unfortunately), but I learned some things about SVC regardless, so great job!

  • @garrettosborne4364
    @garrettosborne4364 4 ปีที่แล้ว

    I didn't understand SVM's before this. Now I do. Thank you.

  • @user-nd1hp3wg6d
    @user-nd1hp3wg6d 3 ปีที่แล้ว

    Your video is still actual, even in 2021! Thank you a lot. I would be happy to see your videos about other methods!

  • @utkarshjain8024
    @utkarshjain8024 5 ปีที่แล้ว

    I bought a course on ML and had to resort to youtube to understand SVM since they got very technical. This is by far the best explanation I have seen!

    • @Akshay-cj3hq
      @Akshay-cj3hq 5 ปีที่แล้ว

      I bet im from the same course. Is it the machine learning A-Z course on udemy?

  • @mushfiqurrahman5455
    @mushfiqurrahman5455 ปีที่แล้ว

    This is the best svm tutorial so far on youtube

  • @vincentdepassier3003
    @vincentdepassier3003 6 ปีที่แล้ว +3

    you just saved me, I was trying to understand SVM the whole day and now I get it, your explanations and examples are great

  • @AvinashReddy21
    @AvinashReddy21 7 ปีที่แล้ว +15

    Alice you have the natural talent to teach, very impressive. I am waiting for your next video !

    • @1973tmpk
      @1973tmpk 7 ปีที่แล้ว +1

      same here. such a talent. hard to wait for more from her....

  • @MonikaaVela
    @MonikaaVela ปีที่แล้ว

    This is the a next level for "I was right" you are my idool 😂🔥🔥

  • @cbrtdgh4210
    @cbrtdgh4210 5 ปีที่แล้ว

    This video is one of the best ML videos I've ever seen! I love how it all started with a random curiosity about classifying muffins and cupcakes, then you show us step-by-step how you actually solved this problem. Thanks so much for this tutorial.

  • @amar1190
    @amar1190 6 ปีที่แล้ว

    I tried books, udemy and other youtube videos, but this was by far the best explanation of SVM. Thank you

  • @dreamphoenix
    @dreamphoenix 4 ปีที่แล้ว +1

    This is one of the best programming/ data science tutorials I've ever seen. You're a natural teacher. I see you haven't made any videos in some time, but if you ever start teaching again know that you're changing lives!! For instance mine :)

  • @LeilaRmaths
    @LeilaRmaths 4 ปีที่แล้ว

    Impressive! it is the best tutorial I have seen on SVMs. The slides are very well done and the explanation was simple. Thank you

  • @TH-fe1vs
    @TH-fe1vs 6 ปีที่แล้ว

    very helpful for me. at first I am lost with SVM, with your tutorial, I understand it much better and with that example. thanks Ms Alice Zhao.

  • @cognitive-surplus
    @cognitive-surplus 6 ปีที่แล้ว

    This is the best tutorial on SVM that I have come across. Thanks a lot for making this!

  • @shubh13272anand
    @shubh13272anand 5 ปีที่แล้ว

    There it goes. The best video available on internet for Support vector Machines. Thanks a lot Alice.

  • @ridewitharko
    @ridewitharko 7 ปีที่แล้ว

    I'm new to data science and machine learning. Was looking for simple explanation covering all the basic aspect and i found this great presentation. Thank you so much !!!

  • @amirsohel9814
    @amirsohel9814 4 ปีที่แล้ว

    i am a student in the field of CSE, and took some machine learning classes, but this...
    Just WOOWW!

  • @maxmacken8859
    @maxmacken8859 3 ปีที่แล้ว

    Wow this is tbe best tutorial on SVM I've seen. You are very clear!

  • @ishantperiwal7798
    @ishantperiwal7798 7 ปีที่แล้ว

    The best tutorial! You deserve all the praise in the world.. People might be experts in this field but for us students you're a hero the lifesaver.. Thanq :')

  • @SlavOK400
    @SlavOK400 5 ปีที่แล้ว +1

    Best explanation of SVM I've seen so far. Great job Alice!

  • @Arjit_IITH
    @Arjit_IITH 4 ปีที่แล้ว

    Very well explained. When things are hard to understand, then graphic elements play a crucial role. Upload more please.

  • @ranjinandu
    @ranjinandu 3 ปีที่แล้ว

    Girl power!!! great video. Its great to see a girl explaining so in-depth technical details

  • @pritishthapa2688
    @pritishthapa2688 6 ปีที่แล้ว

    This is i guess the best explaination for SVM ... thanks alot from INDIA 🇮🇳

  • @hrishabhsingh5647
    @hrishabhsingh5647 6 ปีที่แล้ว

    My each and every Question is Answered !!! Best video on SVM on TH-cam!!

  • @mikez4999
    @mikez4999 6 ปีที่แล้ว

    This is the best description of SVMs....so simple

  • @rustyjeanz
    @rustyjeanz 7 ปีที่แล้ว

    Excellent Slides + presentation + content + explanation. Overall A+ video. God Bless you

  • @joofjoey
    @joofjoey 6 ปีที่แล้ว

    Five minutes in and I know this is a very good tutorial! Please make more content. I feel like I understand topics more if a woman is the instructor!

  • @akhileshjoshi8484
    @akhileshjoshi8484 6 ปีที่แล้ว

    well i wont say now muffin and cupcakes are same... love it when concepts are explained in simplest terms.. along with it code and slow iteration made me understand this concept nicely.. Thank You :)

  • @johndeorian6654
    @johndeorian6654 7 ปีที่แล้ว

    Best one I've found so far. The trick was showing me the other "roads" so I could see why they weren't best. Thanks for the resource!

  • @dumdumwill
    @dumdumwill 7 ปีที่แล้ว

    Great work Alice. Definitely staying away from all the vector mumbo jumbo, and having practical examples makes this invaluable :) Keep it up, thanks

  • @paulovinicius5833
    @paulovinicius5833 4 ปีที่แล้ว

    This video is excelent! No flaws. What a great explanation! Congrats!

  • @sushantdhakal3117
    @sushantdhakal3117 6 ปีที่แล้ว

    teaching is an art and you have mastered it .

  • @SoujanyaMadabhushi
    @SoujanyaMadabhushi 4 ปีที่แล้ว

    This is such a great explanation of SVM. Simple and easy! Disappointed though that you have not done videos on other ML algos. Hope you are planning to put together more such content on your channel. Looking forward! Thank you so much for making it easy to understand :)

  • @sid007ashish
    @sid007ashish 7 ปีที่แล้ว +2

    Nice tutorial, my first one to understand SVM and I think it did a good job of keeping it the right amount of depth while covering the entire topic

  • @Aditigoyal1997
    @Aditigoyal1997 6 ปีที่แล้ว

    Really Amazing Video. Best video on SVM. Slides are very nicely arranged and the explanation is to the point, which is required for the primary understanding.

  • @j3_
    @j3_ 3 ปีที่แล้ว

    Hi, Alice Zhao.
    Superb!
    Your explanations about cookies mixed with ML are amazingly fun!
    I just love it!
    Thks a lot!

  • @eranozsarfati7970
    @eranozsarfati7970 6 ปีที่แล้ว +3

    one of the best lectures I've listened to regarding SVMs.

  • @piyushakushwaha
    @piyushakushwaha 6 ปีที่แล้ว

    The explanation was so intelligently beautiful that I want to have muffins and cupcakes both. Thank you Alice

  • @juanignaciotorres2714
    @juanignaciotorres2714 6 ปีที่แล้ว

    One of the best explanations I've seen about SVMs! No doubt about it!! Thank you very much!

  • @miniworlds
    @miniworlds 6 ปีที่แล้ว +3

    I don't have any data science background. Your video helps me understanding unfamiliar concepts!
    THANK YOU!!!!
    P.S. I would like to suggest you to speak louder. I sometimes do not hear it very well.

  • @romyli5159
    @romyli5159 5 ปีที่แล้ว

    This is a wonderful video for understanding SVM. Really easy to follow and learn. Great thanks!

  • @littlemida
    @littlemida 6 ปีที่แล้ว

    This is amazing. Best way to explain SVM ever. Thank you so much. Hope you could come up with more tutorials like this!!!

  • @Akhil2481
    @Akhil2481 6 ปีที่แล้ว

    wonderful explanation of support vector machine and how to derive the classification using the svc model

  • @shorty235z
    @shorty235z 6 ปีที่แล้ว +30

    Someone from GOOGLE hire this woman! She is a genius!

  • @reshaknarayan3944
    @reshaknarayan3944 5 ปีที่แล้ว

    May God bless you. It's clear and succinct. One tip for you, to remove uglier text while using matplotlb try semicolon ; and the end of the command to hide those texts in output and get only the graph

  • @utsavmehta33
    @utsavmehta33 5 ปีที่แล้ว

    One of the best tutorials that can be found online! Really awesome analogies with the real world. It was awesome and very helpful. Thanks!

  • @tkannab1
    @tkannab1 5 ปีที่แล้ว

    Genius! best SVM video I've seen so far! Being able to explain complex concepts with such simplicity is a RARE skill. We need more people like you

  • @jaihonikhil
    @jaihonikhil 4 ปีที่แล้ว

    wow. this is best video seen so far and I understood the topic very well

  • @Amritharaja
    @Amritharaja 6 ปีที่แล้ว

    Very good. I wonder why this nice video has less likes. keep up the good work.

  • @HarshalDev
    @HarshalDev 4 ปีที่แล้ว

    Amazin tutorial . Was exactly looking for this . bookmarked this in my ML playlist and will also share it with someone who would wish to learn SVM !

  • @dasinflames17
    @dasinflames17 6 ปีที่แล้ว

    your explanation can not be more clear and easy to follow. the bakering example i just love it! (I almost agree with your husband)

  • @philipabraham5600
    @philipabraham5600 6 ปีที่แล้ว

    Best intuitive tutorial I have seen yet on SVMs. Thank you for this.

  • @vp4744
    @vp4744 7 ปีที่แล้ว +23

    Very nicely done Alice. Wish you could do more.

  • @s4m130
    @s4m130 3 ปีที่แล้ว

    Great video showing SVM and python implementation

  • @hailothanks523
    @hailothanks523 5 ปีที่แล้ว +1

    For sure, the best SVM tutorial on TH-cam!!!
    Thank you so much

  • @garyng3515
    @garyng3515 4 ปีที่แล้ว

    Very good presentation. Clear and concise with good examples. Thank you!

  • @saharkhodabakhshi8939
    @saharkhodabakhshi8939 4 ปีที่แล้ว

    Great job. It is one of the best tutorials I have ever watched on youtube. Thank you

  • @pratikkinger391
    @pratikkinger391 4 ปีที่แล้ว

    THE BEST TUTORIAL ON SVM!!!
    Really appreciate it.

  • @yangfarhana3660
    @yangfarhana3660 3 ปีที่แล้ว

    You are so good at simplifying the concepts!

  • @ylleoh
    @ylleoh 6 ปีที่แล้ว

    Very well presented with great application examples which made it very easy to understand, being a newbie at ML. Also liked the presentation format with the navigational content at the bottom and right margins. Thanks Alice.

  • @TheWillWang
    @TheWillWang 7 ปีที่แล้ว

    Best ever tutorial, keep making new ones on machine learning as intuitive as this, thanks

  • @Vikash07857
    @Vikash07857 6 ปีที่แล้ว +19

    When food comes as an Example, Everything i'll understand!!

  • @johndm1968
    @johndm1968 6 ปีที่แล้ว

    You have a fantastic teaching style. I really enjoyed this video!

  • @handedeniz6720
    @handedeniz6720 4 ปีที่แล้ว

    you are very good at explaining complex things in a simple way. please continue to your videos :)

  • @khaleef100
    @khaleef100 3 ปีที่แล้ว

    Thank You Very Much Alice, At last I understood SVM.

  • @meenalosinis9183
    @meenalosinis9183 6 ปีที่แล้ว

    Impressively simple expalanation to understand the SVM, wish you could post more tutorials and spread your knowledge..Thanks...

  • @PlanetQ1
    @PlanetQ1 7 ปีที่แล้ว

    Thanks Alice for a great tutorial. Very well explained. Simple and yet thorough without the jargon. Well done. Hope you can do more.

  • @hemantwani4757
    @hemantwani4757 7 ปีที่แล้ว

    truely the best way... explaining SVM

  • @greatCany
    @greatCany 6 ปีที่แล้ว

    Very nice explanation. Simple, real-world examples. Awesome!

  • @thusharafernando4255
    @thusharafernando4255 6 ปีที่แล้ว

    this was the best tutorial i saw on SVM. Thank you very much.

  • @Emfanever
    @Emfanever 6 ปีที่แล้ว

    The best presentation on SVM

  • @prashantnegi1828
    @prashantnegi1828 6 ปีที่แล้ว

    So easy explaination. Best video on SVM

  • @mrunmayeejog5413
    @mrunmayeejog5413 4 ปีที่แล้ว

    Awesome example! This has really helped me understand SVMs!

  • @michaelcao9483
    @michaelcao9483 6 ปีที่แล้ว

    you're so good at explaining in laymen terms! thanks so much Alice

  • @shadowcall1965
    @shadowcall1965 5 ปีที่แล้ว

    This is THE BEST ML video I have ever seen. Please make more videoes in ML Alice! How about neural network and unsupervised learning?

  • @meowmeong6081
    @meowmeong6081 7 ปีที่แล้ว +6

    Forever grateful for this. I'm glad you decided to make this video. It helps me a lot. You could make this simple. Thank youu...

    • @ADashofData
      @ADashofData  7 ปีที่แล้ว +1

      You're welcome! Glad it helped.

  • @cagataycetinkol7730
    @cagataycetinkol7730 2 ปีที่แล้ว

    Excellent tutorial, so explantory and fluent

  • @davidrebolo5851
    @davidrebolo5851 6 ปีที่แล้ว

    Thanks a lot for that outstanding explanation! Good illustrations, audio and examples. Besides, now we know cupcakes are more fattering than muffins ;)

  • @abdrahimothman2704
    @abdrahimothman2704 4 ปีที่แล้ว

    Very useful and ease to understand the SVM concept

  • @bsrinivas2510
    @bsrinivas2510 5 ปีที่แล้ว +1

    After this video , clearly understood the SVM Classifier .Thanks a lot

    • @phungdao9184
      @phungdao9184 3 ปีที่แล้ว

      But can you do the coding of SVM from scratch?

  • @DunedinNZ09
    @DunedinNZ09 6 ปีที่แล้ว

    Thank you, Alice. This is by far the best SVM tutorial out there!

  • @NM-vw6xq
    @NM-vw6xq 4 ปีที่แล้ว

    What a brilliant explanation and example! Thank you, this topic tripped me up quite a bit while doing a ML Udemy class. More videos please!!! Best of luck on your new job and book Alice!

  • @nicolassotodelgado4682
    @nicolassotodelgado4682 6 ปีที่แล้ว

    This is very good. Very good indeed. Super useful. Thank you Alice!

  • @gotthelife97
    @gotthelife97 6 ปีที่แล้ว

    Thank you for your simple explanation - terms like "Hyperplane" scare ppl away.

  • @clarenskybenoit8755
    @clarenskybenoit8755 6 ปีที่แล้ว

    Great and Awesome delivery !! Awesome video. But sorry to break it to you, a Muffin is an undecorated cupcake and a cupcake is a muffin decorated.

  • @manoranjangouda6924
    @manoranjangouda6924 6 ปีที่แล้ว

    Excellent!! can't get better than this. Thanks a lot. Could you please upload few more videos on few more Machine Learning topics?