Naive Bayes, Clearly Explained!!!

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  • Опубликовано: 29 дек 2024

Комментарии • 1,6 тыс.

  • @statquest
    @statquest  4 года назад +112

    NOTE: This StatQuest is sponsored by JADBIO. Just Add Data, and their automatic machine learning algorithms will do all of the work for you. For more details, see: bit.ly/3bxtheb BAM!
    Support StatQuest by buying my book The StatQuest Illustrated Guide to Machine Learning or a Study Guide or Merch!!! statquest.org/statquest-store/

    • @venkatasubramaniangopalakr7880
      @venkatasubramaniangopalakr7880 4 года назад +8

      Your videos are one of the best out there in the market in RUclips. Your explain such complicated technological concepts in very simplified terms that a layman can understand. Thank you for taking the efforts and time to teach ML and stats. You deserve an award! :-)

    • @JamesJon1187
      @JamesJon1187 3 года назад +1

      Bam!!

    • @TheProblembaer2
      @TheProblembaer2 2 года назад +1

      Simple and short: THANK YOU JOSH STARMER YOU ARE AWESOME.

    • @lucutes2936
      @lucutes2936 27 дней назад

      yes

  • @zhichensong986
    @zhichensong986 4 года назад +1117

    Honestly Josh, I feel like you could teach machine learning to a 5yr old. This is amazing content, thank you.

    • @statquest
      @statquest  4 года назад +163

      BAM! :)

    • @aminkvh7
      @aminkvh7 4 года назад +13

      @@statquest we will have an MLQuest on youtube kids in 2 months :)

    • @mustapham6890
      @mustapham6890 4 года назад +4

      @@statquest I just like it when you say the word , hahaha .
      Thank you really for making this looks simple :)

    • @Arjun147gtk
      @Arjun147gtk 3 года назад +1

      Sometimes I feel that I am watching oswald and then they start teaching the theory.

    • @muhammad0104
      @muhammad0104 Год назад

      ... 😅

  • @hanadibinmujalli965
    @hanadibinmujalli965 2 года назад +137

    we are lucky that you decided to create this channel & teach us ML in very clear & entertaining way!!

  • @54mjaime
    @54mjaime 2 года назад +56

    The brilliance of StatQuest is how the use of prosody and cartoonish visuals can tap into my "child" brain which in turn allows me to stay focused, entertained, and makes these concepts seem so simple. Genius!

  • @jiunyen5586
    @jiunyen5586 4 года назад +91

    The second I saw that we're gonna talking about spam, I waited for you to say "SPAAAAMMMM" like a 5 yo child. And you deliver as always! Thank you!

  • @62294838
    @62294838 2 года назад +48

    This is just soo amazing. I did spend quite a long time reading the lecture notes of other universities online but never get to understand it as thorough as this. Soo good thank youu!!

    • @statquest
      @statquest  2 года назад +5

      Glad it was helpful!

  • @danverzhao9912
    @danverzhao9912 2 года назад +8

    This is what I call quality teaching, stuff that I expect from unis that are offering online lectures because of covid, with nice animation and thoughtful explanation, not just lecturer talking in the lecture hall but recorded like usual improvising.

  • @albert_chen
    @albert_chen 4 года назад +7

    I just stared machine learning and your songs just bring a smile to my face.

  • @venkatasubramaniangopalakr7880
    @venkatasubramaniangopalakr7880 4 года назад +35

    Your videos are one of the best out there in the market on RUclips. You explain such complicated technological concepts in very simplified terms that a layman can understand. Thank you for taking the efforts and time to teach ML and stats. You deserve an award! :-)

    • @statquest
      @statquest  4 года назад +2

      Wow, thanks!

    • @moindalvs
      @moindalvs 2 года назад

      Prabhakarna Sripalawardhana Atapattu Jayasuriya Laxmansriramkrishna Shivavenkata Rajasekara Sriniwasana Trichipalli Yekya Parampeel Parambatur Chinnaswami Muthuswami Venugopal Iyer

    • @ritikvaidande4683
      @ritikvaidande4683 2 года назад

      @@moindalvs Did you noted it down while watching that movie?

    • @rah651
      @rah651 Год назад

      @@moindalvs 😂😂

  • @dacxj0
    @dacxj0 27 дней назад +1

    I don’t usually comment anything here but, wow, this is by far the most clearly explained thing I have ever seen, it’s more clear that 1+1, thank you for this amazing work

  • @VideamRaveeni
    @VideamRaveeni Год назад +1

    maaaaaaaaaaan !
    I had been stuck on this topic for a MONTH trying to get the hell out of it...
    you just cleared everything in 15 MINUTES! You are an absolute HERO.

  • @arnoyang4017
    @arnoyang4017 4 года назад +167

    This tutorial is actually better than my college lecture, paid $$$ for a paper of degree, sucks

  • @toituxu749
    @toituxu749 4 года назад +6

    When you explain something complicated to everybody and even a 5-year old kid can understand,
    you BAM DAM genius
    Thanks DAM much!!

  • @tanyaneeraj8798
    @tanyaneeraj8798 4 года назад +14

    well, I have an exam tomorrow, and I am binge watching statquest videos and loving the songs and the animated explanation. who says higher-level things need to be boring. Thank you statquest. BAM!

    • @statquest
      @statquest  4 года назад +6

      Good luck with your exam! I hope it goes well. :)

    • @marvhartigan3677
      @marvhartigan3677 2 года назад +3

      @@statquest BAM! you forgot it, so i did the needful (:

  • @YYchen713
    @YYchen713 Год назад +2

    Can only be so clear if the presenter has a profound understanding and thoughts about the topic! Superb!

  • @gustavshochat7792
    @gustavshochat7792 4 года назад +4

    My "DOUBLE BAM!" senses started tingling around 12:25 but were abruptly quashed by your "SPAM!" sneak attack. So very grateful for the information you provide and the methods by which you deliver.

    • @statquest
      @statquest  4 года назад

      Thank you very much! :)

  • @allyourcode
    @allyourcode 3 года назад +1

    I never thought I would be laughing my head off at a stats lecture. You are truly gifted and a gift to this world. Wow.

  • @ameliasundman2388
    @ameliasundman2388 8 месяцев назад +1

    you're an INSPIRATION to me. If you can make stats fun, i think i can make anything fun in my life for me and other people. You rock!

  • @jeremyhofmann7034
    @jeremyhofmann7034 4 года назад +78

    I subscribed immediately after “beep boop beep boop”.
    Honestly this may help me find a love for statistics after a bad college education experience with it in the 90’s.

  • @hyeongsoo-nim719
    @hyeongsoo-nim719 3 года назад +1

    From South Korea, Im really appreciated your dedication for the work. I have been struggling with understanding it, but its completely understandable .

  • @Foxie-1
    @Foxie-1 3 года назад +7

    I like your ML spam filter. Even it's naive version has the benefits: if your friend proposes you a lunch, the message is classified as a good one, but if he asks you for some money, it's thrown to the spam folder)

  • @gavinr1425
    @gavinr1425 2 года назад +1

    We are all fortunate that this channel is free

  • @christopherreif3624
    @christopherreif3624 3 года назад +5

    You are the reason why I'm getting through my graduate level statistical courses. I'm glad I had found you!

  • @flavienrobert2516
    @flavienrobert2516 10 месяцев назад +1

    I ve been watching many videos about naive bayes but...as usual, Statquest is by far the best. Congratulations !

  • @antoniosalomao6634
    @antoniosalomao6634 3 года назад +7

    The world needs more videos like these, thank you Josh!

  • @subhasreegupta8669
    @subhasreegupta8669 3 года назад +1

    Being a Data Science aspirant and having zero knowledge in stat(bcz I m from a tech background), you save me in the middle of the ocean. I owe you everything I learnt till now in statistics. I dont know how to thank you.....Thanks a lot and keep making awesome videos for us...

  • @naveenkalhan95
    @naveenkalhan95 4 года назад +51

    after seeing this video I feel like there are only 1503 (total views) people in the world who know what Naive Bayes truly means!!! plus Josh Starmer included ... thank you for your great work

    • @statquest
      @statquest  4 года назад +4

      BAM! :)

    • @lakshman587
      @lakshman587 3 года назад +4

      Now 258,429(total views) people in the world who knows what Naive Bayes truly means!!!!
      BAM!!!!!
      Including me!!! 😎😎😎😎😎😎😎

  • @znikerizm
    @znikerizm 9 месяцев назад +1

    3 years on, and this video is still super helpful, thank you Josh! :)

  • @jakestbu8692
    @jakestbu8692 Год назад +3

    I've learnt a few ML algorithms, and this was the first one that I learnt with StatQuest. It was definitely the easiest.

  • @AshaiiOokami
    @AshaiiOokami Год назад +1

    Was expecting a fullblown BAM! at 12:32 and then the SPAM! caught me off guard, it was perfect, now I gotta update my own prior about your BAMs!
    Thank you, you beautiful man, for the best ml explanations ❤

  • @nastarankianersi104
    @nastarankianersi104 4 года назад +4

    Oh my God learning has never been more fun. And when you say clearly explained you mean we can understand both the words and the meaning so thank you! :D

  • @ricardogomes9528
    @ricardogomes9528 Год назад +1

    The take on Probabilities vs Likelihood was your hero moment for me. I haven't seen such a crystal clear explanation long time. Thks!

  • @maitekolarik
    @maitekolarik 2 года назад +9

    I love your explanations and humor. Thanks a lot for making complex things so much easier.

  • @ahmed-abubakar
    @ahmed-abubakar 3 года назад +2

    Honestly the best way to learn to Machine Learning and stats - THANK YOU you made my DAY!

    • @statquest
      @statquest  3 года назад

      Thank you very much!

  • @ianscottuk
    @ianscottuk 3 года назад +14

    you are genuinely getting me through a masters....

  • @hasnainkhan2959
    @hasnainkhan2959 4 года назад +2

    Thank you so much, tomorrow is my exam and thank god I found your channel, you explained naive bayes classifier in 15 minutes and my teacher couldn't explain it very well in one hour. Thank you sir.

  • @thequeenofspades
    @thequeenofspades Год назад +7

    I swear to god authors go out of their way to explain topics like this in the most complicated way possible. I reread the section on naive bayes in my textbook many times, and didn't understand it. Josh made it crystal clear in under fifteen minutes.

  • @jones4540
    @jones4540 Год назад +1

    Josh, thank you very much 2 days I could not understand about Naive Bayes, thanks to You I figure out how it works

  • @alepel792
    @alepel792 3 года назад +6

    Amazing teaching abilities. This is now a complimentary source for my machine learning course - thank you!

  • @ParminderKaur-zm4kw
    @ParminderKaur-zm4kw 3 года назад +2

    whenever i open your channel video, it seems I have come to the world of watching cartoon series. you start your videos in amazing ways and I just love your voice.

  • @muhtasimbari8951
    @muhtasimbari8951 3 года назад +9

    Why can't my professors be half as good as you in explaining this stuff? I owe you my project marks StatQuest!

  • @python_by_abhishek
    @python_by_abhishek 3 года назад +1

    When i google for best statistics tutorials, this channel was at top of the list. Thank GOD, it wasn't a spam 😊😊

  • @dec13666
    @dec13666 4 года назад +83

    You know when the author of the video cares about their viewers, when you see him replying *every single comment* on this section

    • @statquest
      @statquest  4 года назад +19

      Ha! Yes, I care a lot about the viewers, and I hope that it shows in the videos themselves too.

    • @dec13666
      @dec13666 4 года назад +4

      @@statquest Thanks about it! Keep it up with the good work! 😎✌️

    • @erniec.2088
      @erniec.2088 3 года назад

      double bam!

  • @aryangurav3528
    @aryangurav3528 Год назад +1

    hii, I just started my ML journey and i didnt find anyone who teaches this good, i mean u ARE BAM!!

  • @abhishekm4996
    @abhishekm4996 4 года назад +3

    I enjoyed it and learnt....Even a kid can clearly understand your video provided the basic probability stuff taught in his/her school...

  • @judemungcal1131
    @judemungcal1131 11 месяцев назад +1

    Just about to have my thesis defense, i was planning to use Naive Bayes in my modelling and really didnt understand it. Now this video might be the biggest help for my defense, THANK YOU!!!

  • @tymothylim6550
    @tymothylim6550 3 года назад +9

    Thank you Josh for this video! It gave me a great and clear understanding of the Naive Bayes Classifier, as well as a good workaround the '0 probability' problem by using alpha!

    • @statquest
      @statquest  3 года назад +1

      Glad it was helpful!

  • @wew6438
    @wew6438 4 года назад +1

    the level of your understanding is astonishing, our children in the future will thank you for your work.

  • @sudarshanbandyopadhyay9052
    @sudarshanbandyopadhyay9052 4 года назад +3

    Such nice explanation of the concept, from now onward will follow this channel to learn more stats and probability concepts.

  • @jacobkanyi5046
    @jacobkanyi5046 2 года назад +2

    Why am I finding this a week before exam. This video was easy to understand. Thank you! Triple BAM!!!😂

  • @abdosoliman
    @abdosoliman 4 года назад +7

    dude, you should never ever stop making videos 😂😂😂

  • @donharris8846
    @donharris8846 2 года назад +1

    You Sir, are the King of explaining machine learning concepts. Many thanks!

  • @arpitkakkar2780
    @arpitkakkar2780 3 года назад +3

    You taught a naive person a Naive Bayes. BAM!!!! Awesome

  • @monishajayanmoni4135
    @monishajayanmoni4135 4 года назад +2

    I went through 2 tutorials but never understood naive bayes clearly. But after seeing ur video I understood it clearly. Thanku so much!

    • @statquest
      @statquest  4 года назад

      Hooray! I'm glad the video was helpful. :)

  • @akshatshrivastava4524
    @akshatshrivastava4524 4 года назад +3

    I am so lucky , I found this channel, at very start of my Data Science Journey. Thanks Josh.
    Psst - I am gonna buy your study guides. Hope that is the least I can do to support your effort :-)

    • @statquest
      @statquest  4 года назад

      Thank you very much! :)

  • @ashishagrawal4906
    @ashishagrawal4906 4 года назад +2

    This is the first tutorial related to Machine Learning I found that is actually clear :)

  • @jennytamboli5740
    @jennytamboli5740 3 года назад +4

    This was so so so so so sooooooooo amazingg!!!!! I have my oral exam tomorrow and your explanation worked like a charm!! Thank you so so much Josh for creating such a video with crystal clear explanation. It is NOT BORING at all rather very interesting and kept me hooked till the end of the video!! :) Bam Bam Bammm!!!!!

    • @statquest
      @statquest  3 года назад

      Hooray! And good luck with your exam. Let me know how it goes!

  • @Vivaswaan.
    @Vivaswaan. 4 года назад +4

    What you teach is very helpful, but how you teach is what makes you the best. What a beautiful way of teaching! comprehensive explanation and all the creative lines/ wit you put here and there.

  • @petercourt
    @petercourt 4 года назад +9

    Wonderfully clear and helpful, thanks for all your hard work making this Josh! :D

    • @statquest
      @statquest  4 года назад

      Glad you enjoyed it!

  • @sidhantnahak4481
    @sidhantnahak4481 Год назад +2

    I just loved the way he was saying,I got all these things.
    Thanks man!

  • @sruthiparvatha8790
    @sruthiparvatha8790 4 года назад +21

    Thank you so much for this great explanation. You're an awesome teacher, keep up the great content. Can't wait to see more :)

  • @nzerusocia9232
    @nzerusocia9232 Год назад +2

    I wish our education system helped us learn the way you teach. I am so thankful to have stumbled upon your channel in this perilous journey of machine learning algos

  • @pabloruiz5407
    @pabloruiz5407 2 года назад +3

    I actually laughed out loud at 12:29 😂
    Amazing videos, thank you so much!

    • @statquest
      @statquest  2 года назад +1

      Glad you enjoyed it!

  • @Laura-jl7vc
    @Laura-jl7vc 4 года назад +2

    best channel I could have find in the last month. Thank you so much. I'm doing my master thesis in machine learning and I've never done anything with it before, and this is helping me so much

    • @statquest
      @statquest  4 года назад +1

      I'm glad to hear that my channel is helpful! :)

  • @nicolascortegosovissio2824
    @nicolascortegosovissio2824 4 года назад +8

    Great and funny explanation! Just love the terminology alerts: "Oh nooooo", keep going please!

  • @shubhamsarin2263
    @shubhamsarin2263 4 года назад +1

    Your videos are the best thing to have happened during this lock-down (I've lost my job and trying to utilize this time to learn more and more). Thank u so much.

    • @statquest
      @statquest  4 года назад +1

      Thank you! And I hope you find a new job soon. :)

  • @jessicafb5398
    @jessicafb5398 4 года назад +13

    When it says "shameless self promotion" the thought didn't even cross my mind of it being self-promotion, more like "helpful to the viewer" :)

  • @JonasWekenborg
    @JonasWekenborg 10 месяцев назад +1

    Hey Josh, thanks a lot for this video. It was so so helpful. Little background, why this is so awesome: I'm native German, but quite okay with English. I'm already 40 now and never had to do anything with Stochastics or even Statistics, in fact I was very bad (or let's say uninterested) in Maths back in school. Like 20 years later I finally got a job in AI, but need to do a lot of learning sessions to understand at least the basics (I have other skills that contribute :P). When the course came to Bayes I was totally lost. I watched several videos (of course in German, because that seemed obvious for such a complicated topic) and ended up, watching your Quest. And it nailed it. It's so clear to me now. BAM, Thx so much! You're great at explaining!!!

    • @statquest
      @statquest  10 месяцев назад

      Awesome! I'm so glad my videos are helpful. By the way, my book, The StatQuest Illustrated Guide to Machine Learning has a german translation if you are interested: statquest.org/statquest-store/

    • @JonasWekenborg
      @JonasWekenborg 10 месяцев назад +1

      @@statquest Shameless self promotion, but I'll check it out ;)

  • @prof.angelinagokhale6004
    @prof.angelinagokhale6004 2 года назад +3

    Thank you Josh for this wonderful explanation. It will give me a head start into understanding the mathematical-statistical underpinnings of the algorithm. I am going to strongly recommend your tutorials to my students!

  • @yudhaken2095
    @yudhaken2095 2 года назад +1

    All of your tutorials will really help me in making my final project, and I just want to say thank you very much.

  • @edmundchan8923
    @edmundchan8923 4 года назад +3

    Simple and clear! Like it!

  • @harshparadkar
    @harshparadkar 2 года назад +1

    Best explanation I've seen RUclips.

  • @kiranchowdary8100
    @kiranchowdary8100 4 года назад +14

    I didn't expect that spammm at 12:33 instead of bam I am like literally baaammm

  • @mars5617
    @mars5617 2 года назад +1

    I am new to the channel and clearly all videos deserve likes just because of the quality of intro.

  • @zahiyoussef2551
    @zahiyoussef2551 3 года назад +3

    Baaaaaaam i've just discovered that i still a kid , and i feel happy when you explaine with this BAAAAAM thing , it works broo hhhhhhhhhhh.

  • @_zeppeh
    @_zeppeh 2 года назад +1

    god this video is honestly one of the best videos that I saw in the recent time. Such a joy to watch!

  • @carlosalexramossouza7439
    @carlosalexramossouza7439 4 года назад +3

    I don´t know why someone can deslike a great video like that. I say great because it is very well explained and very well produced.

    • @statquest
      @statquest  4 года назад +1

      Thank you very much!!! :)

  • @footballistaedit25
    @footballistaedit25 2 года назад +1

    The way you present each topics is amazing. Thank you so much, Sir

  • @AOLFlyersNewsletters
    @AOLFlyersNewsletters 4 года назад +6

    Josh - this was so good! Awesome job. I went to your site to see Study Guides. Do you have package price? That way we get all. And maybe in future come up with a visual study book focussed on ML topics.

    • @statquest
      @statquest  4 года назад +8

      I don't have a package deal price yet since I keep adding new Guides every two or three weeks. However, once I have a full set, I'll come up with a package price.

  • @samirkhan6195
    @samirkhan6195 4 года назад +1

    You are my favorite Teacher since i can watch you even when my mind full of stress.

  • @Loachie90
    @Loachie90 4 года назад +18

    Just when you expect Bam, you get Spam...

  • @斯图尔特-r8l
    @斯图尔特-r8l 3 года назад +1

    Your videos are so meaningful and comprehensive! I’m your Chinese fans! Thank you so much!

  • @TheCJD89
    @TheCJD89 4 года назад +15

    Not sure why you say "oh no" before a Terminology Alert. They are usually quite helpful :)

    • @statquest
      @statquest  4 года назад +2

      Thanks! :)

    • @samarthmehrotra2204
      @samarthmehrotra2204 4 года назад +4

      It is a slight offtrack from the main narrative. So shouting out loud terminology alert makes the viewers (me atleast) mindful that this is kind of a side note.

    • @franciscoaragao5398
      @franciscoaragao5398 4 года назад +1

      “Oh no” is not about terminology alerts. It is about terminology. There are a difference

  • @sreedharreddy472
    @sreedharreddy472 Год назад +1

    Simple and clear Explanation Sir. I just Enjoy watching your tutorials and learning. The way you explain makes complicated stuff so simple. My respect and humble gratitude to you Sir 🙂 Thank you for your teaching. Keep teaching and keep inspiring many.

  • @imshafay
    @imshafay 4 года назад +3

    Your number1 fan here XOXO

  • @kalakannan4247
    @kalakannan4247 9 месяцев назад +1

    Hi Josh,
    You are the best teacher I have ever seen. I always enjoyed your stat quest videos and I enjoy your book as well. What a pleasure to learn from you

  • @shubhamlahan
    @shubhamlahan 4 года назад +5

    Josh is a Godsend for noobs like me. Why Google it when we've got StatQuest!
    Please accept my BAM, milord.

  • @josevillalobos547
    @josevillalobos547 4 года назад +1

    I hope one day I get lucky enough to have a research advisor or mentor of any kind like yourself. All your videos are worth gold. Thanks for the all the time you put in to us.

  • @winter-survivor
    @winter-survivor 4 года назад +5

    Oh No!! Privacy alert!! ...since the algorithm needs to read the email to detect spam hahaha. Thanks Josh, great explanation!

  • @TheIronStarks
    @TheIronStarks 3 года назад +1

    I have a test tomorrow and I’m cramming some information, your video has literally saved me so thank you.

  • @GamerBat3112
    @GamerBat3112 4 года назад +5

    The 45 dislikes are from the Nigerian Prince!

  • @sarmisthadas2617
    @sarmisthadas2617 4 года назад +1

    Indeed this is the most easiest and intelligible way to remember. Thank You soooo much.

    • @statquest
      @statquest  4 года назад +1

      Glad you think so!

    • @sarmisthadas2617
      @sarmisthadas2617 4 года назад +1

      @@statquest Please make some more videos 😇

  • @richardtvtv
    @richardtvtv 4 месяца назад +1

    Saw this after scouring the internet for imputing nominal variables with other nominal features. Thanks for this 🙏

  • @Divinemadness2
    @Divinemadness2 4 года назад +1

    I normally get a bit annoyed with sponsorships in videos and/or self-plugs for other videos, but you are one channel where I have 0 problem with it. You put out such an amazing product and clearly care so much about the viewers that you can get away with anything haha. Great job on this video! Beautifully explained.

  • @ushadevialankar6595
    @ushadevialankar6595 3 года назад +1

    Ohh my god..how patient u re..rplied to everyone..nd thnku for ur easy explaination..i have an final examination tomorrow...it helps i hope!!😊

  • @koreanbroadcastarchive306
    @koreanbroadcastarchive306 3 года назад +2

    Josh, you are the greatest thing that happened to me in 2021. Thank you for the walkthrough.

  • @AmanKumar-jb2mk
    @AmanKumar-jb2mk 4 года назад +1

    Yaar that's really awesome❤️ !!! By watching this 15 min video I am able to clear my hell lots of doubts!

  • @mbrz1970
    @mbrz1970 Год назад +1

    Your videos are awesome. Definitely one of the best teachers here on RUclips. Thank you for making such great content for us.

  • @barankaplan4308
    @barankaplan4308 4 года назад +2

    i don't know what to say... YOU HAVE A PURE TEACHING ABILITY

    • @statquest
      @statquest  4 года назад +2

      Thank you very much! :)

    • @barankaplan4308
      @barankaplan4308 4 года назад +2

      ​@@statquest i became also a BAM! level subscriber ! hope the community grows larger and larger

    • @statquest
      @statquest  4 года назад +2

      BAM!!! Thank you very much!!! :)

  • @bantuthomas
    @bantuthomas 6 месяцев назад +1

    Heard a couple of your full-length original songs. I'm undecided whether you are a better teacher or musician. 🤩 (Star struck)

    • @statquest
      @statquest  6 месяцев назад

      Wow, thank you!