Support Vector Machines Part 1 (of 3): Main Ideas!!!

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  • เผยแพร่เมื่อ 21 ธ.ค. 2024

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  • @statquest
    @statquest  2 ปีที่แล้ว +28

    Support StatQuest by buying my book The StatQuest Illustrated Guide to Machine Learning or a Study Guide or Merch!!! statquest.org/statquest-store/

    • @duniya-wale
      @duniya-wale 11 หลายเดือนก่อน

      How much price
      Is it available in India

    • @statquest
      @statquest  11 หลายเดือนก่อน

      @@duniya-wale Yes, it's available in India at a special price. See: quratebooks.com/shop/book/9798986924021 or www.amazon.in/dp/B0BRQ4K43L

    • @hackerbf8160
      @hackerbf8160 8 หลายเดือนก่อน +1

      @@statquest How about China?

    • @statquest
      @statquest  8 หลายเดือนก่อน +1

      @@hackerbf8160 It's being translated into Chinese. I don't know when it will be available.

    • @hafizhmaulana6494
      @hafizhmaulana6494 หลายเดือนก่อน

      @@statquest how bout Indonesia

  • @ugururesin8405
    @ugururesin8405 5 ปีที่แล้ว +1965

    I am a PhD student in the field of data analytics, and took some machine learning classes, but this...
    Just WOOWW!
    You're a significant value for the world!!!

    • @statquest
      @statquest  5 ปีที่แล้ว +73

      Thank you very much!!! :)

    • @overratedisoverrated930
      @overratedisoverrated930 4 ปีที่แล้ว

      hangi üni hocam?

    • @PaulXiaofangLan
      @PaulXiaofangLan 4 ปีที่แล้ว +10

      The professor makes the most complicated concept the simplest.

    • @zainabkhan2475
      @zainabkhan2475 4 ปีที่แล้ว +3

      M a PhD student in climate change and learnt a lot here... Cannot thank enough!

    • @eugenechng3184
      @eugenechng3184 4 ปีที่แล้ว +7

      Uğur Üresin Josh Starmer’s p-value is

  • @lemmiTry
    @lemmiTry 5 ปีที่แล้ว +518

    Someone said, "You understand a subject when you can explain it to a 3 year old". Your teachings show how well you have understood the things you teach us! Great job!!

    • @statquest
      @statquest  5 ปีที่แล้ว +15

      Thank you very much! :)

    • @AlvaroALorite
      @AlvaroALorite 5 ปีที่แล้ว +8

      I think it was Richard Feynman

    • @MIZRAIM1984
      @MIZRAIM1984 4 ปีที่แล้ว +8

      That's is true! The people like Mr. Starmer must be awarded by gold for such an awesome teaching. Supertalented professor!

    • @lakshyabhardwaj9541
      @lakshyabhardwaj9541 3 ปีที่แล้ว

      @@AlvaroALorite einstein also said something similar but that had 6 year old.

    • @khalmaxroboticsgh3176
      @khalmaxroboticsgh3176 2 ปีที่แล้ว +1

      The teachings are simply perfect..I recommend Statquest to everyone 👌

  • @Elitea20
    @Elitea20 10 หลายเดือนก่อน +106

    STATQUEST STOP showing up when I search up complex topics that my lecturer cant explain IM TIRED OF YOU HELPING ME OVER AND OVER AGAIN

    • @Elitea20
      @Elitea20 10 หลายเดือนก่อน +29

      Every word my lecturer says is a terminology alert

    • @statquest
      @statquest  10 หลายเดือนก่อน +33

      bam! :)

    • @maxsuphidden667
      @maxsuphidden667 หลายเดือนก่อน

      Super bam!

  • @Sidneycrosby8ization
    @Sidneycrosby8ization 5 ปีที่แล้ว +517

    This might be the greatest source of knowledge on the internet. God double bam bless you Josh

    • @statquest
      @statquest  5 ปีที่แล้ว +7

      Thanks! :)

    • @leif1075
      @leif1075 3 ปีที่แล้ว

      @@statquest But you only add more dimensions when you have more than 2 categories like sick or not sick or more than 2 propertie being measured right?

    • @statquest
      @statquest  3 ปีที่แล้ว +2

      @@leif1075 The number of dimensions doesn't depend on the number of categories or properties being measured. In fact, the RBF has infinite dimensions. For more details, see: th-cam.com/video/Toet3EiSFcM/w-d-xo.html and th-cam.com/video/Qc5IyLW_hns/w-d-xo.html

    • @leif1075
      @leif1075 3 ปีที่แล้ว

      @@statquest then why the squaring then..thought it wasonly when there was 2 properties like you said in the video?

    • @statquest
      @statquest  3 ปีที่แล้ว +2

      @@leif1075 What time point in the video, minutes and seconds, are you referring to?

  • @tnield9727
    @tnield9727 5 ปีที่แล้ว +532

    Beautiful work Josh. You have an extremely rare gift of opening up the black box that few people are brave enough to do, much less try to present it in plain English. I especially appreciate how you don't dump a bunch of summations and Greek symbols on learners. I may have to contribute more support after this video.

    • @statquest
      @statquest  5 ปีที่แล้ว +15

      Thanks so much! I'm glad you like this new one.

    • @ccuuttww
      @ccuuttww 5 ปีที่แล้ว +16

      Pandora box? no it is StatQuest box once u open it BAM!

    • @whatwasisaying1338
      @whatwasisaying1338 3 ปีที่แล้ว +1

      I'm SO glad I found this video! The clear explanations make it easier for me to pick up the concepts. ^_^

    • @aarnavg17
      @aarnavg17 2 ปีที่แล้ว +3

      My lecture notes are filled w the greek symbols, and I don’t understand shit in those.

    • @MyBrianBailey
      @MyBrianBailey ปีที่แล้ว +1

      @@aarnavg17 one of my most favorite, honest statements ever lol

  • @nirmalkarthikeyan7346
    @nirmalkarthikeyan7346 3 ปีที่แล้ว +89

    This is literally the first time I'm actually commenting on TH-cam. You, sir, have achieved, single handedly, something that my professors, textbooks and several additional resources have failed, in 20 minutes. The level of understanding that you have of Machine Learning is just remarkable, and your delivery makes sure I don't get bored, no matter how long the study session is. Can't remember opening Part 2 of an educational video with such enthusiasm. Will support as soon as I can. Keep it coming!

    • @statquest
      @statquest  3 ปีที่แล้ว +5

      Thank you very much! :)

    • @friktogurg9242
      @friktogurg9242 4 หลายเดือนก่อน

      @@statquest Can we call the blue parallel lines at 7:48 margin boundaries?

    • @statquest
      @statquest  4 หลายเดือนก่อน

      @@friktogurg9242 I suppose so - usually we just call them soft margins.

  • @noahsplayground2564
    @noahsplayground2564 4 ปีที่แล้ว +193

    Andrew Ng got me off to a good start a few years ago, but Josh is hitting it home for me. Thank you!

    • @statquest
      @statquest  4 ปีที่แล้ว +9

      I'm glad the video is helpful! :)

    • @yancheeyang2918
      @yancheeyang2918 3 ปีที่แล้ว +6

      I have trouble with understanding Andrew Ng. Do you think watching Josh's videos will help me understand Andrew's better? I am trying to get a little deeper into the mathematics.

    • @isaacpicon169
      @isaacpicon169 3 ปีที่แล้ว +4

      @@yancheeyang2918 Depends on where you have to start, I would suggest Khan Academy and doing their mastery exercises (You need Algebra 1 and 2, statistics and probability calculus and multivariate calculus) , and for a linear algebra course I suggest the MIT open library course.
      On Andrew course you use octave but I suggest you take MIT intro to programming with python.

    • @saifnasir2949
      @saifnasir2949 3 ปีที่แล้ว +2

      @@isaacpicon169 Andrew confuses the shit out of me, especially in neural network and SVM

  • @osielvivar2552
    @osielvivar2552 2 ปีที่แล้ว +17

    "BAM" is a perfect way to let someone know they just missed some key information. Great video

    • @statquest
      @statquest  2 ปีที่แล้ว

      Thank you!!! :)

  • @karimafifi5501
    @karimafifi5501 5 ปีที่แล้ว +41

    After watching a number of tutorials explaining SVMs, this by far is the best one.Thank You.

    • @statquest
      @statquest  5 ปีที่แล้ว +1

      Thank you very much! :)

  • @oscarfusterhernandez9205
    @oscarfusterhernandez9205 4 ปีที่แล้ว +5

    Hello, I think the least I can do is to thank you for all your videos:
    1) You make complex stuff just so easy
    2) You explain very clearly and provide nice and well-explained examples in which you show how proficient you are in all these things
    3) Your little jokes make us enjoy the lessons so much
    4) You save us all from our tricky situations like complex assignments without having a proper explanation and feeling as if we could never understand this stuff.
    Thanks again in case I have not expressed my joy clearly enough

    • @statquest
      @statquest  4 ปีที่แล้ว +2

      Hooray!!! I'm glad you like my videos so much! :)

  • @tokenoftime8599
    @tokenoftime8599 4 ปีที่แล้ว +20

    I consider myself a competent programmer and reasonably good at math, yet I couldn't grasp how SVMs work only by reading my textbooks. This video is so much better than the several pages of formal definitions and mathematical proofs -- formality is very important but it's not the best way to introduce new concepts for learners.
    You did an amazing job and helped me a lot. I'll be buying one of your t-shirts as soon as I get some money. Thank you!

  • @melakuhailelikka
    @melakuhailelikka 5 ปีที่แล้ว +9

    This 20 minutes presentation give me more clarification than my 3 days effort on other sources. Extremely grateful.

    • @statquest
      @statquest  5 ปีที่แล้ว +1

      Awesome! :)

    • @mujeebrahman5282
      @mujeebrahman5282 4 ปีที่แล้ว +2

      Absolutely spot on.😂

    • @statquest
      @statquest  4 ปีที่แล้ว

      @@mujeebrahman5282 Thanks! :)

  • @dhananjaykansal8097
    @dhananjaykansal8097 5 ปีที่แล้ว +20

    This is beyond my imagination. You're blessed to teach and make people understand really really well without any human interactions. Keep it up! God Bless You! Cheers!

    • @statquest
      @statquest  5 ปีที่แล้ว +2

      Thank you very much.

    • @biswajitpattnaik3433
      @biswajitpattnaik3433 5 ปีที่แล้ว

      More about kernels plz.this one is also a gem from u

  • @prestoX
    @prestoX 5 หลายเดือนก่อน +2

    Your capability to condense so much knowledge into 20 mins is more than remarkabel !!

    • @statquest
      @statquest  5 หลายเดือนก่อน

      Thanks!

  • @chibuzoragubulom5170
    @chibuzoragubulom5170 4 ปีที่แล้ว +9

    At this point, I have come to agree that whenever I'm searching for a video to better understand any concept and I see Josh Starmer's in the search result I become confident I will understand that concept. Amazing!

    • @statquest
      @statquest  4 ปีที่แล้ว +1

      Wow, thanks!

  • @tngjunwei1518
    @tngjunwei1518 4 ปีที่แล้ว +61

    I really like how Josh breaks the concept into smaller, easily-understandable parts. All the 'psst' and 'bams' may sound disruptive, but they actually worked well by signalling the important concepts the viewer should know. Good job!

    • @statquest
      @statquest  4 ปีที่แล้ว +7

      Thank you very much! :)

    • @chrisidema
      @chrisidema 2 ปีที่แล้ว +2

      It's annoying and cringey.

    • @TheNazbul
      @TheNazbul ปีที่แล้ว

      this bam and pist is important some people. i like those sound. its not disturbing me. i am enjoying it.

  • @Zaxjz
    @Zaxjz ปีที่แล้ว +3

    You are a true savior, almost all tutorials and courses begins with a bunch of matrices and Greek letters, which is extremely painful to me. I love how you start with 1 dimensional graphical example, which is super straightforward, and your teaching method inspire viewers to actively think instead of feeding us stuff. The visuals are super neat, simplistic and well designed, and I love the humorous language you use to actually make math interesting. Awesome job!!

    • @statquest
      @statquest  ปีที่แล้ว

      Thank you very much! :)

  • @sachof
    @sachof 5 ปีที่แล้ว +202

    ULTIMATE BAM: You make me understand kernel trick in few minutes where nobody does !

    • @statquest
      @statquest  5 ปีที่แล้ว +6

      Hooray!!! Thank you very much! :)

    • @fuqiangchen9253
      @fuqiangchen9253 5 ปีที่แล้ว

      @@statquest where can I find your kernel trick video?

    • @lashlarue7924
      @lashlarue7924 5 ปีที่แล้ว +3

      Meta-Bam to the infinite nth degree.

    • @statquest
      @statquest  5 ปีที่แล้ว

      @@lashlarue7924 Hooray! :)

  • @haubir95
    @haubir95 5 ปีที่แล้ว +4

    You're a genious man. In this field where most reports are too complex and tiring to read, this video actually gave me more energy while learning. Nobel prize for you

    • @statquest
      @statquest  5 ปีที่แล้ว +1

      Awesome! :)

  • @dianasatapathy594
    @dianasatapathy594 4 ปีที่แล้ว +3

    I always play videos in 1.5x but I played every video I watched of yours in normal mode because the way you taught was brilliant and it got me held and I didn't move till I finished it. Great job Josh. You made machine learning my favorite because of your way of teaching. God bless you. Keep posting more content :)

    • @statquest
      @statquest  4 ปีที่แล้ว

      Awesome, thank you! :)

  • @razzlfraz
    @razzlfraz 5 ปีที่แล้ว +5

    This is easily the best SVM explanation. It's far better than the lecture at MIT about it I took years ago, which says something. MIT often has some of the better lectures out there, but this blows it away. Thanks Josh S, keep up the great work!

    • @statquest
      @statquest  5 ปีที่แล้ว +2

      Thank you very much!!! :)

  • @dahailiu2067
    @dahailiu2067 4 ปีที่แล้ว +7

    BAM!!! This is the most intuitive SVM tutorial I've ever seen. Thank you for your contribution to humanity.

    • @statquest
      @statquest  4 ปีที่แล้ว

      Thank you! :)

  • @xavecoding
    @xavecoding 3 ปีที่แล้ว +8

    You're the best, Josh.
    Your teaching methodology should be the standard for any undergration courses.
    Please, keep doing this amazing job.

    • @statquest
      @statquest  3 ปีที่แล้ว

      Wow, thanks!

  • @3rdman99
    @3rdman99 ปีที่แล้ว +1

    I'm so glad to finally find the channel about ML where the speaker actually understands the topic and thus able to explain it in the concise but well-explained manner. It also helps tremendously that it's by somebody whose English I understand. Most of videos I've found are lacking in both.

  • @bitbyte8177
    @bitbyte8177 4 ปีที่แล้ว +2

    I was scratching my head for the past few days on SVM and almost lost hope. Man I just found your channel. Got cleared right away on the first go. Thanks a ton. God Bless.

    • @statquest
      @statquest  4 ปีที่แล้ว

      Glad I could help!

  • @thecsmedic
    @thecsmedic ปีที่แล้ว +7

    I notice you interact with every comment - I just want to say the attention you put to your videos and the community you've built is amazing, you've made me love data science and I wouldn't have given it a chance if it wasn't for your explanations

    • @statquest
      @statquest  ปีที่แล้ว +1

      Thank you very much!!! I'm glad my videos are helpful. :)

  • @yaldayazdanpanah2104
    @yaldayazdanpanah2104 4 ปีที่แล้ว +3

    I'm speechless! This video, you, and your humour! You're a gift to the nerdy/solid world of CS! Thank you very much for your time and effort on videos like this. It was simply amazing. AMAZING!

    • @statquest
      @statquest  4 ปีที่แล้ว

      Wow, thank you!

  • @qorbanimaq
    @qorbanimaq 5 ปีที่แล้ว +4

    Oh my gosh! I opened up youtube and here is StatQuest clearly explaining SVMs, could my day get any better? I've been waiting for this! thanks a lot, josh.

    • @statquest
      @statquest  5 ปีที่แล้ว +1

      Hooray!!! :)

  • @pptmtz
    @pptmtz 3 หลายเดือนก่อน +1

    Every time I have an ML homework I come back to this channel to check or review the concepts, it has always helped me a lot, thanks again.

    • @statquest
      @statquest  3 หลายเดือนก่อน

      Happy to help!

  • @chandub139
    @chandub139 4 ปีที่แล้ว +2

    This is probably the most elegant explanation I have seen on SVMs. I feel like I have hit a jackpot after coming across this channel. You sir, are a LEGEND! BAM!!!

    • @statquest
      @statquest  4 ปีที่แล้ว

      Wow, thanks!

  • @Fencerlix
    @Fencerlix 4 ปีที่แล้ว +4

    Wow, I'm trying to learn my whole "Machine Learning" lecture in one week, because I hadn't much time for it this year due to other lectures which killed my time. You are saving the exam I have next tuesday, this video is MEGA BAM! I will check out more of your videos after finishing this comment.
    It must have been a big effort making this, thank you sooo much! I will provocatively send this to my professor and ask him, why he can't explain it like this. BAM!

  • @zishiwu7757
    @zishiwu7757 4 ปีที่แล้ว +10

    Hi Josh, thank you for making these amazingly videos. I took a machine learning class where the professor made slides from the Pattern Recognition and Machine Learning book by Christopher Bishop. I could not understand the material very well back then. But you have made it much clearer by using visual examples to give an intuition behind what the math.

    • @statquest
      @statquest  4 ปีที่แล้ว +1

      Thank you, and thank you for your support! :)

  • @yogeshkumarshankariya642
    @yogeshkumarshankariya642 3 ปีที่แล้ว +4

    Amazing sir, I am currently pursuing an MBA in Finance(Major) and Analytics(Minor), but I have never seen such types of explanation. Love you from India Sir.......

    • @statquest
      @statquest  3 ปีที่แล้ว +1

      Thank you! :)

  • @jutu1410
    @jutu1410 4 ปีที่แล้ว +2

    This is just amazing. As they say, if you can not explain something in easy way, you don't quite get it... I wish at least 10% of school/university professors had your gift!

    • @statquest
      @statquest  4 ปีที่แล้ว

      Thank you! :)

  • @carmenjung2200
    @carmenjung2200 11 หลายเดือนก่อน +1

    I didn't understand my professor's lecture entirely so I decided to venture onto TH-cam. I am so glad that I found your channel! I actually UNDERSTAND it!!! You make STAT so much easier to understand!!!!

    • @statquest
      @statquest  11 หลายเดือนก่อน

      Happy to help!

  • @ABCurry30
    @ABCurry30 5 ปีที่แล้ว +4

    my Intro to ML was just ridiculous and this thing is GOLD. Pretty much all the info gets injected to my veins directly so I don't think I'm forgettjng any of this any time soon!

    • @statquest
      @statquest  5 ปีที่แล้ว +2

      Hooray!! That is awesome. I'm glad you like the video. :)

  • @RaviShankar-jm1qw
    @RaviShankar-jm1qw 4 ปีที่แล้ว +6

    I am watching it for the n-th time and everytime I tend to understand the concept better and better. Awesome Josh!

    • @statquest
      @statquest  4 ปีที่แล้ว +2

      Hooray! :)

  • @rohanrobinson6839
    @rohanrobinson6839 5 ปีที่แล้ว +3

    woah! i finally understand what i've been trying to learn for the past week in my ML class. your channel is a godsend

    • @statquest
      @statquest  5 ปีที่แล้ว

      Thank you very much! :)

  • @Pmarmagne
    @Pmarmagne 4 ปีที่แล้ว +2

    Every time I'm about to give up on my quest to learn machine learning, you come to the rescue!!! Thank you so much!!

  • @shihaowang152
    @shihaowang152 3 ปีที่แล้ว +2

    I hold a Robotics Ph.D. degree from a prestigious university and I have to say that this video is way better than the lecture I took in my graduate school. Good job!

  • @thomasmatthew7759
    @thomasmatthew7759 5 ปีที่แล้ว +21

    Finally, you're explaining SVMs! Been waiting on this for a while

  • @vedantjain03
    @vedantjain03 4 ปีที่แล้ว +5

    Just wanted to state that a 'like' and comment here wont convey how thankful i am for this video :D Keep up sir !

  • @ianbelloli231
    @ianbelloli231 5 ปีที่แล้ว +5

    Incredible job. Way to simplify ML concepts to the point where a 10 year old can understand them.

  • @jaymzleutz
    @jaymzleutz 4 ปีที่แล้ว +1

    What a nice approach. A lot of books in a 20 minutes video, not missing ANY important info. You are an artist. Thank you.

    • @statquest
      @statquest  4 ปีที่แล้ว

      Wow, thank you!

  • @TehWhimsicalWhale
    @TehWhimsicalWhale 3 ปีที่แล้ว +2

    After reading through SVM algorithms for the majority of the day not knowing what was going on exactly, this has been extremely helpful. Thank you!

    • @statquest
      @statquest  3 ปีที่แล้ว

      Glad it helped!

  • @MrNitKap
    @MrNitKap 4 ปีที่แล้ว +3

    🙏🏻Great. I had been postponing reading on SVM...then finally started with this video. It explains things that would have Einstein’s approval ‘if you can’t explain it to a 5 year old, you haven’t understood it’.
    This video can be understood by anyone and everyone.👍

    • @statquest
      @statquest  4 ปีที่แล้ว +1

      Thank you very much! :)

  • @amanzholdaribay9871
    @amanzholdaribay9871 5 ปีที่แล้ว +6

    This is truly the best explanation of SVM I've ever seen! Thank you very much!

    • @statquest
      @statquest  5 ปีที่แล้ว

      Hooray!!! :)

  • @aleksandramazurek1364
    @aleksandramazurek1364 5 ปีที่แล้ว +4

    I have no words other than: WOW, Bam! Thank you! What you are doing is amazing!

    • @statquest
      @statquest  5 ปีที่แล้ว

      Thank you very much! :)

  • @maliknauman3566
    @maliknauman3566 3 ปีที่แล้ว +2

    You are a gift to the students struggling to understand these concepts which universities are failed to deliver!

  • @PremiumTrackerSilverStacker
    @PremiumTrackerSilverStacker 3 ปีที่แล้ว +2

    It's amazing you got 600k people to watch a video on this topic. I didn't expect there to be 600k people on earth that understood this topic.

  • @HeduAI
    @HeduAI 3 ปีที่แล้ว +4

    Went to grad school at Stanford University and took many ML/Data Science courses; then spent 5 more years as a deep learning research scientist in some of the top tech companies......but who taught me what SVM kernels REALLY were? StatQuest!!!

  • @gnanaeswarm727
    @gnanaeswarm727 4 ปีที่แล้ว +3

    Wow, this was my first video from StatQuest and I have never done this before. But i subscribed immediately after watching the video. Excellent explanation !

  • @LewiUberg
    @LewiUberg 4 ปีที่แล้ว +4

    I'm not just talking about this single video when I'm saying thank you for helping me pass my Machine Learning course 🥰 Btw, I bought and absolutely loved your Jupiter notebooks and study guides 🙂

    • @statquest
      @statquest  4 ปีที่แล้ว +1

      Wow!! Thank you very much and thank you for your support!

  • @gyanitadiwan5847
    @gyanitadiwan5847 2 ปีที่แล้ว +1

    OMG...!! how can someone teach a complex topic in so easy way...U r doing a great job....I searched n no of tutorials and finally got StatQuest ...and then i never search for any other channel...Thanks alot Josh..You are a Gem

  • @sangameshmurgad3931
    @sangameshmurgad3931 3 ปีที่แล้ว +1

    This is one of the most lucidly explained machine learning channels. I am a big fan..... god bless you josh....

    • @statquest
      @statquest  3 ปีที่แล้ว

      Thank you! :)

  • @davidbalakirev5963
    @davidbalakirev5963 3 ปีที่แล้ว +3

    When you see that learning could be so enlightening (and entertaining) your motivation skyrockets. Thank you!

    • @statquest
      @statquest  3 ปีที่แล้ว

      Thank you very much! :)

  • @MohammedBakheet
    @MohammedBakheet 5 ปีที่แล้ว +5

    Absolutely clear and magnificently explained, I feel like the word "Kernels" should be added to the title of this tutorial :), Double Bam !!!. That was great Josh, keep it up

    • @statquest
      @statquest  5 ปีที่แล้ว +1

      Thank you very much! I have two follow up videos that dive into the details of the polynomial kernel and radial kernel if you are interested.

    • @MohammedBakheet
      @MohammedBakheet 5 ปีที่แล้ว +1

      @@statquest I can't wait to watch them :)

    • @statquest
      @statquest  5 ปีที่แล้ว

      @@MohammedBakheet Here's the link to the polynomial kernel: th-cam.com/video/Toet3EiSFcM/w-d-xo.html ...and here's the link to the Radial kernel: th-cam.com/video/Qc5IyLW_hns/w-d-xo.html NOTE: They are a little math heavy, so let me know if you have trouble with them.

  • @gitarrtoken
    @gitarrtoken 4 ปีที่แล้ว +8

    Wish more people talked to me like Im a five year old! Really great video, thanks!

  • @vasundhrabisht8941
    @vasundhrabisht8941 3 ปีที่แล้ว +2

    Omg I can't thank you enough. I couldn't wrap my head around SVM no matter how hard I tried, the math and the terminology always overwhelmed me. But your videos are so easy plus you make it fun with your music and jokes and the special effects- Support Vector Machines (echoes)
    Thanks for such amazing videos. I wish you all the best in life. You are an angel for ML enthusiasts

    • @statquest
      @statquest  3 ปีที่แล้ว

      Thank you very much!

  • @prasannas2186
    @prasannas2186 3 ปีที่แล้ว +1

    The most clear explanation of SVC and SVM with simpler jargons I have ever seen. Thank you

  • @grimslade0
    @grimslade0 5 ปีที่แล้ว +5

    I was sitting there desperately trying to revise and cram in all content before my postgrad Statistical Machine Learning exam. I then heard a scratch on my window, I was in disbelief upon realising it was Josh! In my awe-struck state I fiddled about and managed to open the window, Josh climbed through. "How did you get to Australia so quickly?" I shakenly asked. "Non-linear models" Josh answered, of course it was non-linear models, how could I forget such a sim- "Don't be embarrassed, we're all noble adventures on the Quest of Stat" Josh kindly said. I was nervous at this point, I didn't really know what to do, but I felt Josh's presence to be a benevolent one. Josh then approached and whispered in my ear "double bam", and we were then immediately sent to the astral-hyperplane in which we skipped around in checking out representations of models in 4d, 5d and even -3d realms.. I cannot describe such a place, it was beyond human comprehension. I still question whether or not I was meant to see such a realm, but regardless I have faith in Josh. After what felt like an eternity, Josh told me it was time to return to the 3d, regular plane realm, well he reminded me that it's still a hyperplane but because it's ordinary to not worry about that.. but that's not the point. I asked if I would pass my exam and Josh said that he classifies it with a high likely-hood. I also asked if anyone would believe my story and Josh said "no bam". I then woke up at my desk, and 5 minutes had passed since Josh supposedly arrived at my window. I guess I need more sleep.
    By the way, great video. You're a legend Josh!

    • @statquest
      @statquest  5 ปีที่แล้ว +2

      This is the best comment I have ever read. You are true poet!!! :)

    • @grimslade0
      @grimslade0 5 ปีที่แล้ว +2

      Well that's very kind. :) I hope my sleep deprived comment gave you a good laugh. And thank you for all your hard work! It's clear everyone, including myself, is very grateful and appreciative!

    • @statquest
      @statquest  5 ปีที่แล้ว +1

      My only hope is that you pursue writing at a serious level! It brought a lot of joy to me.

  • @manasvitrivedi9657
    @manasvitrivedi9657 4 ปีที่แล้ว +3

    That was the perfect "Helloooo" to get anybody started off with a study session!!!!!

  • @Sickitung
    @Sickitung 4 ปีที่แล้ว +1

    wow what an absolute goldmine of a channel this is

  • @Bobby-bz8bk
    @Bobby-bz8bk 4 ปีที่แล้ว +2

    Hands down you are the greatest educator I have ever come across. Amazing work, thank you!

    • @statquest
      @statquest  4 ปีที่แล้ว

      Thank you very much! :)

  • @pablo_costas
    @pablo_costas 2 ปีที่แล้ว +6

    "Bam ? No, no bam". I died

  • @techpilot5469
    @techpilot5469 4 ปีที่แล้ว +47

    The BAM keyword makes more focused to video!
    [ Terminology Alert : please don't read comments while watching video ]

    • @statquest
      @statquest  4 ปีที่แล้ว +1

      Nice! :)

    • @jay-rathod-01
      @jay-rathod-01 3 ปีที่แล้ว

      srsly but overdose of bams make me obsessed with it but a little ........ too.

  • @heatherhutchinson3625
    @heatherhutchinson3625 4 ปีที่แล้ว +3

    14:18 BAM indeed! a really beautiful, mind-blowing scene for first-time learner like me!

    • @statquest
      @statquest  4 ปีที่แล้ว +1

      Hooray! Thank you very much.

  • @samrafarooq9402
    @samrafarooq9402 4 ปีที่แล้ว +1

    Your in-depth understanding of the concepts is the real reason behind such wonderful videos Josh.

  • @JosephPrice79
    @JosephPrice79 4 ปีที่แล้ว +2

    I'm currently taking a master's level text mining class. This just made the concept more clear than anything I've seen before. Thank you!

  • @kemalsulhigundogdu
    @kemalsulhigundogdu 5 ปีที่แล้ว +2

    This is the best explanation of SVM .

  • @dakshsagar2839
    @dakshsagar2839 5 ปีที่แล้ว +13

    Would appreciate a video on word2vec, and thanks for the awesome content 😃

  • @joseluisbeltramone599
    @joseluisbeltramone599 4 ปีที่แล้ว +3

    Clap, clap, clap! I loved your explanation. Fantastic! Thank you very much!

    • @statquest
      @statquest  4 ปีที่แล้ว

      Thank you! 😃

  • @karnv.n81
    @karnv.n81 2 ปีที่แล้ว +1

    This man has beautifully submerged ease and lightness to dissolve some unconsciously built weight and stress of concepts.

  • @eolseegoo9201
    @eolseegoo9201 4 ปีที่แล้ว +2

    In just 20 min, I clearly understand what SVM is, thanks to your wonderful presentation. You are a awesome teacher!

    • @statquest
      @statquest  4 ปีที่แล้ว

      Thank you very much! :)

  • @KevinPan-lu1xv
    @KevinPan-lu1xv 3 ปีที่แล้ว +3

    I can tell that is the most passionate 'Yesssss' in the world

  • @bababuss9656
    @bababuss9656 4 ปีที่แล้ว +3

    This video was incredible. Thank you so much for that !.
    Best Wishes and health in these quarantinetimes.
    Marcel.

    • @statquest
      @statquest  4 ปีที่แล้ว +1

      Thank you very much! :)

  • @0sodrak
    @0sodrak 4 ปีที่แล้ว +4

    Great video man, it was very clear and easy to keep up. Thank you!

  • @martinparidon9056
    @martinparidon9056 3 ปีที่แล้ว +1

    What an amazing video. Thanks a ton man. As a software engineer with some small knowledge of machine learning in the back of my head, this is incredibly useful. Exactly the right speed, nice pictures and great narrating voice. Also the little jokes now and then help A LOT for a nervous ADHD kid like me. Thanks man.

    • @statquest
      @statquest  3 ปีที่แล้ว

      Awesome! Thank you very much! :)

  • @souradipsanyal1608
    @souradipsanyal1608 4 ปีที่แล้ว +1

    Please carry on all the good work.. You're a beacon of hope for us ML enthusiasts, the only TH-cam channel I am glad to support.

  • @chiragpatankar2013
    @chiragpatankar2013 5 ปีที่แล้ว +3

    BAM!!!! I was waiting for this video for so long. Thankyou Josh!!!❤️ Love from India❤️

    • @statquest
      @statquest  5 ปีที่แล้ว +1

      Hooray!!! :)

  • @anaswahid8520
    @anaswahid8520 5 ปีที่แล้ว +4

    Hello sir
    I belong to India
    I like your videos 😊 because you explain everything clearly
    You reduce tough things into simple form
    Sir also make videos on (Negative, geometric and hypergeometric) distributions only if you have free time
    These topics are not available in your playlist

    • @statquest
      @statquest  5 ปีที่แล้ว

      I'm glad you like my videos! Thank you. :)

  • @cheickoumarkouyate8445
    @cheickoumarkouyate8445 5 ปีที่แล้ว +4

    Psst! In TH-cam jargon, That's the best video about SVM

    • @statquest
      @statquest  5 ปีที่แล้ว

      Thank you so much! :)

  • @andersson_r
    @andersson_r 3 ปีที่แล้ว +1

    Josh you deserve an award for the entertaining way you simplify intuitively complex concepts!

    • @statquest
      @statquest  3 ปีที่แล้ว +1

      Thank you! :)

  • @silsabelasilsabela4578
    @silsabelasilsabela4578 4 ปีที่แล้ว +3

    I'm in love with ur way of explaining 😍

    • @statquest
      @statquest  4 ปีที่แล้ว +1

      Hooray!!! Thank you very much. :)

  • @GradStudent89
    @GradStudent89 4 ปีที่แล้ว +47

    I need a refund on all my math/stat/prob courses. I found a gold pot.

  • @varunvelpula4516
    @varunvelpula4516 5 ปีที่แล้ว +3

    This IS AMAZING MAN! Keep up the great work!!

  • @peekaboo6026
    @peekaboo6026 3 ปีที่แล้ว +1

    You, sir, deserve respect. I read so many resources. attended so many lectures to no avail.. You are a master at your job

    • @statquest
      @statquest  3 ปีที่แล้ว +1

      Wow, thanks!

  • @vatsalkachhiya5796
    @vatsalkachhiya5796 4 ปีที่แล้ว +2

    This is thee best lacture on SVM I saw in my live. this guy explains it so well. I'm your fan now.

    • @statquest
      @statquest  4 ปีที่แล้ว

      Thank you! :)

  • @nathanx.675
    @nathanx.675 4 ปีที่แล้ว +3

    When my Machine Learning professor is being a total noob, I come to the StateQuest for help.

    • @statquest
      @statquest  4 ปีที่แล้ว

      Awesome!! :)

  • @jerzysomkowski827
    @jerzysomkowski827 5 ปีที่แล้ว +4

    So this means that the next video is XGBoost?

    • @necuo25
      @necuo25 5 ปีที่แล้ว

      Yeeeeeeey

    • @statquest
      @statquest  5 ปีที่แล้ว +9

      XGBoost will be my next video. I'm working on it right now (actually, I'm taking a break to respond to comments, but you get the idea). I'm really excited about the XGBoost StatQuest.

    • @charlesstrickland8839
      @charlesstrickland8839 5 ปีที่แล้ว +2

      @@statquest looking forward to it! All your videos are really useful to my recent job interviews

  • @FMH201
    @FMH201 5 ปีที่แล้ว +9

    I only subscrubed for the "BAM? No, No BAM"

  • @buffetthomas7763
    @buffetthomas7763 4 ปีที่แล้ว +2

    Amazing video ! The fact that everytime you go from low to high dimension to keep it understandable is reaaaally nice.

    • @statquest
      @statquest  4 ปีที่แล้ว

      Thank you! :)

  • @sagar786able
    @sagar786able 5 ปีที่แล้ว +2

    You saved my day. You are amazing. I literally have no words to thank you. In my journey into the amazing world of data science, your channel is the best resource I could ever find. I actually came here to understand SVM while learning the ML Course from Stanford on Coursera. I could not understand all the long mathematical equations there but now, I feel very confident. Thank you so much for creating this content and sharing it with us. God bless you always.

    • @statquest
      @statquest  5 ปีที่แล้ว

      Thank you very much! :)

  • @lashlarue7924
    @lashlarue7924 5 ปีที่แล้ว +3

    3:30 - "bam? No. No bam." 😂😂😂

  • @txisbest2010
    @txisbest2010 4 ปีที่แล้ว +8

    I was annoyed by the "Bam" at first, but it has really grown on me...

    • @statquest
      @statquest  4 ปีที่แล้ว +2

      BAM! :)

    • @joem8251
      @joem8251 4 ปีที่แล้ว +5

      ...the BAMs haven't grown on me but the content is great.

  • @agb2557
    @agb2557 4 ปีที่แล้ว +3

    If only the 2020 pandemic was instead a bias/variance tradeoff pandemic (which plagues all of machine learning) things would be better
    :(

  • @adnivara777
    @adnivara777 3 ปีที่แล้ว +2

    Been following your videos for some time now. You truly are gifted to be able to simplify these advanced concepts for viewers like me who tend to get stuck trying to learn it mathematically at first. Absolutely brilliant content, with a manageable pace, great visuals, clear delivery and the slight humor added. Quadruple BAM!!!

    • @statquest
      @statquest  3 ปีที่แล้ว +1

      Hooray!!! Thank you very much! :)

  • @Aklidien
    @Aklidien 5 ปีที่แล้ว +2

    Hi Josh - I would like to say a huge "Thank You" for what you do. These videos take an amazing amount of work and expertise, and I really can't think of any other medium that comes close. Even when the math is above my level, I can follow "small bam" / "Bam" / "BAM!" and pick up the nuances from there.
    So in short - thank you for what you do, your material could cover 4 years of college 5-times over, and I appreciate the monumental effort you put into these videos. THANK YOU!

    • @statquest
      @statquest  5 ปีที่แล้ว +3

      Thank you very much! I'm glad you appreciate all the time I spend on these videos. You are correct - each one takes forever to make - but I love doing it. It's my favorite thing to do.

  • @parusharora3947
    @parusharora3947 3 ปีที่แล้ว +3

    1:40 Can we do better.... No... and the Video ends

    • @statquest
      @statquest  3 ปีที่แล้ว

      I don't get it.

    • @parusharora3947
      @parusharora3947 3 ปีที่แล้ว

      @@statquest I was just making a joke.. apologies for the misunderstanding.. a great video though.. helped me a lot.