Support Vector Machines: A Visual Explanation with Sample Python Code

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  • Опубліковано 4 січ 2025

КОМЕНТАРІ • 465

  • @timharris72
    @timharris72 7 років тому +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 років тому +5

      Thank you!

    • @chowpal9810
      @chowpal9810 6 років тому

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

    • @Lets_MakeItSimple
      @Lets_MakeItSimple 5 років тому

      I completely agree with Tim here.

    • @trishaz7056
      @trishaz7056 5 років тому

      Totally agree!!!

    • @rachittsharmaaa
      @rachittsharmaaa 5 років тому

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

  • @siddharthsoni1862
    @siddharthsoni1862 6 років тому +151

    What a badass way to win an argument.

  • @GAment_11
    @GAment_11 6 років тому +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!

  • @reazahmed1191
    @reazahmed1191 6 років тому +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!

  • @hadjdaoudmomo9534
    @hadjdaoudmomo9534 6 років тому +30

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

  • @shekharkumar1902
    @shekharkumar1902 3 роки тому +1

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

  • @jimwest63
    @jimwest63 6 років тому +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.

  • @martinrussell1404
    @martinrussell1404 6 років тому

    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 роки тому

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

  • @sandeepahuja1023
    @sandeepahuja1023 5 років тому +1

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

  • @AvinashReddy21
    @AvinashReddy21 7 років тому +15

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

    • @1973tmpk
      @1973tmpk 7 років тому +1

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

  • @vincentdepassier3003
    @vincentdepassier3003 6 років тому +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

  • @vivianacoccomariani9832
    @vivianacoccomariani9832 6 років тому

    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.

  • @utkarshjain8024
    @utkarshjain8024 5 років тому

    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 років тому

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

  • @cbrtdgh4210
    @cbrtdgh4210 5 років тому

    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.

  • @technoreviews8415
    @technoreviews8415 6 років тому

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

  • @NxtGenTech
    @NxtGenTech 3 роки тому

    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.

  • @user-nd1hp3wg6d
    @user-nd1hp3wg6d 3 роки тому

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

  • @SlavOK400
    @SlavOK400 5 років тому +1

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

  • @cognitive-surplus
    @cognitive-surplus 6 років тому

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

  • @dreamphoenix
    @dreamphoenix 4 роки тому +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 :)

  • @mushfiqurrahman5455
    @mushfiqurrahman5455 Рік тому

    This is the best svm tutorial so far on youtube

  • @LeilaRmaths
    @LeilaRmaths 4 роки тому

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

  • @garrettosborne4364
    @garrettosborne4364 4 роки тому

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

  • @eranozsarfati7970
    @eranozsarfati7970 6 років тому +3

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

  • @asimsultan8191
    @asimsultan8191 3 роки тому

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

  • @ridewitharko
    @ridewitharko 7 років тому

    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 !!!

  • @maxmacken8859
    @maxmacken8859 2 роки тому

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

  • @amar1190
    @amar1190 6 років тому

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

  • @sid007ashish
    @sid007ashish 6 років тому +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

  • @shubh13272anand
    @shubh13272anand 5 років тому

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

  • @juanignaciotorres2714
    @juanignaciotorres2714 6 років тому

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

  • @philipabraham5600
    @philipabraham5600 6 років тому

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

  • @johndeorian6654
    @johndeorian6654 6 років тому

    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!

  • @Arjit_IITH
    @Arjit_IITH 4 роки тому

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

  • @TH-fe1vs
    @TH-fe1vs 6 років тому

    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.

  • @mikez4999
    @mikez4999 6 років тому

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

  • @hailothanks523
    @hailothanks523 5 років тому +1

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

  • @vp4744
    @vp4744 7 років тому +23

    Very nicely done Alice. Wish you could do more.

  • @paulovinicius5833
    @paulovinicius5833 4 роки тому

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

  • @SoujanyaMadabhushi
    @SoujanyaMadabhushi 4 роки тому

    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 :)

  • @diekluge
    @diekluge 5 років тому

    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!

  • @sushantdhakal3117
    @sushantdhakal3117 5 років тому

    teaching is an art and you have mastered it .

  • @dumdumwill
    @dumdumwill 7 років тому

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

  • @utsavmehta33
    @utsavmehta33 5 років тому

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

  • @hrishabhsingh5647
    @hrishabhsingh5647 6 років тому

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

  • @littlemida
    @littlemida 6 років тому

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

  • @saharkhodabakhshi8939
    @saharkhodabakhshi8939 4 роки тому

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

  • @rustyjeanz
    @rustyjeanz 6 років тому

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

  • @yangfarhana3660
    @yangfarhana3660 3 роки тому

    You are so good at simplifying the concepts!

  • @ishantperiwal7798
    @ishantperiwal7798 6 років тому

    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 :')

  • @tkannab1
    @tkannab1 5 років тому

    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

  • @pratikkinger391
    @pratikkinger391 4 роки тому

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

  • @akhileshjoshi8484
    @akhileshjoshi8484 6 років тому

    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 :)

  • @romyli5159
    @romyli5159 5 років тому

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

  • @piyushakushwaha
    @piyushakushwaha 6 років тому

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

  • @Vikash07857
    @Vikash07857 6 років тому +19

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

  • @johndm1968
    @johndm1968 6 років тому

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

  • @TheWillWang
    @TheWillWang 7 років тому

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

  • @meowmeong6081
    @meowmeong6081 7 років тому +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 років тому +1

      You're welcome! Glad it helped.

  • @greatCany
    @greatCany 6 років тому

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

  • @pritishthapa2688
    @pritishthapa2688 6 років тому

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

  • @DunedinNZ09
    @DunedinNZ09 5 років тому

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

  • @garyng3515
    @garyng3515 4 роки тому

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

  • @PlanetQ1
    @PlanetQ1 6 років тому

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

  • @amirsohel9814
    @amirsohel9814 4 роки тому

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

  • @Aditigoyal1997
    @Aditigoyal1997 6 років тому

    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.

  • @dropfiremusic4752
    @dropfiremusic4752 5 років тому +1

    Awesome! It is a tutorial I have always wanted to watch: something that explains the workflow from scratch! Thank you!

  • @ranjinandu
    @ranjinandu 3 роки тому

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

  • @thusharafernando4255
    @thusharafernando4255 6 років тому

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

  • @bsrinivas2510
    @bsrinivas2510 5 років тому +1

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

    • @phungdao9184
      @phungdao9184 3 роки тому

      But can you do the coding of SVM from scratch?

  • @ShahabHelmi
    @ShahabHelmi 6 років тому

    That was a great tutorial! had all the necessary information without going into too much details!

  • @michaelcao9483
    @michaelcao9483 6 років тому

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

  • @s4m130
    @s4m130 3 роки тому

    Great video showing SVM and python implementation

  • @dennishuang3498
    @dennishuang3498 5 років тому

    Great job! Convey the idea precisely through a simple and neat way.

  • @HarshalDev
    @HarshalDev 4 роки тому

    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 !

  • @Akhil2481
    @Akhil2481 6 років тому

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

  • @jaihonikhil
    @jaihonikhil 4 роки тому

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

  • @handedeniz6720
    @handedeniz6720 4 роки тому

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

  • @mohamedouammou429
    @mohamedouammou429 5 років тому

    That was the best tutorial I have seen on SVMs, thank you

  • @shorty235z
    @shorty235z 6 років тому +30

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

  • @mrunmayeejog5413
    @mrunmayeejog5413 4 роки тому

    Awesome example! This has really helped me understand SVMs!

  • @kashgarinn
    @kashgarinn 6 років тому +1

    Wonderful tutorial, love the examples and visualisation!

  • @fluidairs7853
    @fluidairs7853 6 років тому

    Concise, and informative. Well done Alice. Awaiting more videos from you.

  • @hemantwani4757
    @hemantwani4757 7 років тому

    truely the best way... explaining SVM

  • @joofjoey
    @joofjoey 6 років тому

    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!

  • @Emfanever
    @Emfanever 6 років тому

    The best presentation on SVM

  • @j3_
    @j3_ 3 роки тому

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

  • @ylleoh
    @ylleoh 6 років тому

    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.

  • @miniworlds
    @miniworlds 6 років тому +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.

  • @MonikaaVela
    @MonikaaVela 11 місяців тому

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

  • @davidjamriska7299
    @davidjamriska7299 6 років тому

    Good video, straight forward and like how you broke the code up into pieces.

  • @ozone4166
    @ozone4166 2 роки тому +1

    Great tutorial!

  • @archimedesspiral
    @archimedesspiral 6 років тому

    Thank you for providing the clarity on SVM

  • @alifeleparanj3688
    @alifeleparanj3688 5 років тому

    this is amazing
    the best and clear video one can find on the internet

  • @abdrahimothman2704
    @abdrahimothman2704 3 роки тому

    Very useful and ease to understand the SVM concept

  • @prashantnegi1828
    @prashantnegi1828 6 років тому

    So easy explaination. Best video on SVM

  • @reshaknarayan3944
    @reshaknarayan3944 5 років тому

    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

  • @Amritharaja
    @Amritharaja 6 років тому

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

  • @cagataycetinkol7730
    @cagataycetinkol7730 2 роки тому

    Excellent tutorial, so explantory and fluent