ROC and AUC, Clearly Explained!

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  • Опубликовано: 11 янв 2025

Комментарии • 2,1 тыс.

  • @statquest
    @statquest  5 лет назад +195

    Correction:
    12:00 The confusion matrix should be TP = 3, FP = 2, FN = 1, TN = 2. The displayed matrix should be for the next point.
    Support StatQuest by buying my books The StatQuest Illustrated Guide to Machine Learning, The StatQuest Illustrated Guide to Neural Networks and AI, or a Study Guide or Merch!!! statquest.org/statquest-store/

    • @GauravSharma-ui4yd
      @GauravSharma-ui4yd 5 лет назад +9

      Professor please make videos on Gaussian mixture models, quantum Gaussian mixture models and deep learning related models like cnn, rnn, lstm etc.

    • @Music_Engineering
      @Music_Engineering 5 лет назад +7

      @@GauravSharma-ui4yd I would very much like that too! Your videos have really helped me in my machine learning and stat courses! Thank you :)

    • @sebastianwiesendahl5348
      @sebastianwiesendahl5348 5 лет назад +8

      Josh, you are a life safer! I can't express how much I appreciate your content and overall approach.

    • @maheshjungkshettry6266
      @maheshjungkshettry6266 4 года назад

      Lolol😭😍😭😭😭😁

    • @beastfromeast-w2d
      @beastfromeast-w2d 4 года назад +2

      replace ebola with corona

  • @Skandar0007
    @Skandar0007 5 лет назад +1837

    There’s a special place in heaven for those who make complicated things seem easy.
    Thanks for the explanation

  • @albertyao6181
    @albertyao6181 Год назад +56

    I am a data scientist and I have never really understood ROC/AUC curve fully before, but this video is so well that I immediately get it. Thank you OG!!!!

    • @statquest
      @statquest  Год назад +4

      BAM! :)

    • @rajshah7734
      @rajshah7734 10 месяцев назад +1

      Hey Albert, do you professionally work as a Data Scientist??

    • @albertyao6181
      @albertyao6181 10 месяцев назад

      @@rajshah7734 yes

    • @azilazil3017
      @azilazil3017 3 месяца назад

      @@albertyao6181 hi,

  • @deepakmehta1813
    @deepakmehta1813 3 года назад +157

    I am binge-watching statquest. Josh Starmer has lifted the bar of teaching too high. He is singing, he is playing guitar, and explaining technical concepts in a way that anyone can understand. What a unique combination!!!

    • @statquest
      @statquest  3 года назад +3

      Thank you very much! And thank you for your support!

  • @SundayMarkets
    @SundayMarkets 5 лет назад +442

    bro you just did what my lecturer couldnt do the entire semester, in 15 minutes. props.

    • @statquest
      @statquest  5 лет назад +11

      Thanks! :)

    • @sajalagrawal1430
      @sajalagrawal1430 4 года назад +1

      May be he could not understand well

    • @op711
      @op711 4 года назад +23

      So your professor was teaching ROC for the entire semester

    • @Loachie90
      @Loachie90 4 года назад +2

      @@op711 yeah “bro”

    • @engineering_data
      @engineering_data 3 года назад +1

      @@op711 lol ;)

  • @xinzhou3744
    @xinzhou3744 5 лет назад +288

    The funny "BAM" points exactly match the moments I feel something learned.
    Thanks for the great visualization!

    • @statquest
      @statquest  5 лет назад +10

      Awesome!!! :)

    • @samarthsoni4267
      @samarthsoni4267 3 года назад +1

      Now I finally know what to think whenever he says "BAM" XD

    • @lowerbound4803
      @lowerbound4803 3 года назад +1

      ​@@samarthsoni4267 It's kind of like catch phrases of kid shows. I love it.

    • @franciscochacon1194
      @franciscochacon1194 2 года назад

      double bam!!!!!!!!!

  • @Proffagelle
    @Proffagelle 4 года назад +27

    If I ever pass my PhD comprehensive exam, it will be because God guided me to find your videos :D Thank you man!

    • @statquest
      @statquest  4 года назад +3

      I hope it goes well! Let me know! :)

    • @Alikiller5
      @Alikiller5 7 месяцев назад

      Lolol same here! I have my exam on Wednesday!

  • @emmakefford8327
    @emmakefford8327 3 года назад +18

    I cried about this for hours and watched this video and understood everything. You are amazing

  • @andrewdurand8756
    @andrewdurand8756 2 года назад +46

    This guy is no joke the best at taking concepts and making them easy to understand. Props to you and thank you for doing what you do!

    • @statquest
      @statquest  2 года назад

      Thank you very much! :)

  • @multiversityx
    @multiversityx 3 года назад +4

    This man deserves a nobel prize

  • @stephendeferrari4563
    @stephendeferrari4563 4 года назад +51

    Studying ML and classification right now and this helped connect so many dots in a way that was easy and repeatable! Thank you so much for the time you take to make these videos.

    • @statquest
      @statquest  4 года назад +2

      Thank you very much! :)

  • @colca8900
    @colca8900 4 года назад +16

    This is a random comment from Japan.
    Thank you for your amazing contents !!
    Studying data science is super hard for me even in mother language,Japanese.
    But your contents are awesome.
    Your are a lifesaver for data-science-leaners all around the world!

    • @statquest
      @statquest  4 года назад

      Hooray! Thank you very much! :)

  • @dino0930750
    @dino0930750 4 года назад +4

    I’m a guy from ROC (Taiwan) watching this ROC tutorial and understanding ROC. Thank you!

  • @NikolazRoa15
    @NikolazRoa15 Месяц назад +3

    Hey Josh, I'm learning Data Science in a Bootcamp and it's a headache. But every time they send me to your channel, I know I'm gonna understand. I really appreciate your labor and the high quality of your content. Keep it up!

    • @statquest
      @statquest  Месяц назад +1

      Thank you and good luck with your bootcamp!

  • @maruthiprasad8184
    @maruthiprasad8184 9 месяцев назад +3

    With this video my search for ROC-AUC stopped. Thanks a lot for awesome explantion

  • @anishd7187
    @anishd7187 3 года назад +7

    Million BAM's , I can't thank you enough for being the teacher I never had!!!

  • @vithaln7646
    @vithaln7646 3 года назад +6

    every time i watch his videos i felt very relaxed and feel like there is something heavenly , divine in the world

  • @ulyanaisaeva7303
    @ulyanaisaeva7303 4 года назад +12

    My God! If this is not THE BEST video about ML algorithms, then I don’t know which is! Thank you so much! Maximum share among classmates! Hope you dude always be happy!

    • @statquest
      @statquest  4 года назад

      Thank you for sharing! :)

  • @RaynerGS
    @RaynerGS 4 года назад +2

    Content = ok; Presentation = ok; Explanation = ok; Pronunciation = of => Perfect Video! Again, Salute from Brazil!

  • @minhazu2850
    @minhazu2850 4 года назад +1

    Spent an hour trying to understand ROC and AUC using other online resources, glad that i finally found this tutorial! You are the best, thanks so much

  • @annoyinger2001
    @annoyinger2001 4 года назад +15

    I think this is the first time I trully understand the ROC and AUC. Really, thanks!

  • @AnuragBhattacharjee07061
    @AnuragBhattacharjee07061 4 года назад +12

    I have never felt so lucky to find a RUclips channel before. Double BAM!

  • @saragiordano8853
    @saragiordano8853 4 года назад +8

    The world needs people like you! I love your extremely simple and clear explanations, style and of course your voice

  • @randomforest3007
    @randomforest3007 2 года назад +1

    That's blowing my mind!!! I'm 31 years old and I finally get it!!! Many thanks to author!!!

  • @AndreaAKAPB
    @AndreaAKAPB Год назад +1

    If there is someone with the gift of teaching, it's you! Kudos!

  • @medicinalvl-up862
    @medicinalvl-up862 5 лет назад +980

    dude you ROC!!

  • @ahmeddebit2394
    @ahmeddebit2394 5 лет назад +26

    Great Josh, I really like the step-by-step explanation of so called "complicated" things

    • @statquest
      @statquest  5 лет назад +2

      Thank you very much! :)

  • @pivand
    @pivand Год назад +8

    Man your channel is a hidden gem. Thank you for the time and effort you put into statquests!

  • @khurdulaharshavardhan2112
    @khurdulaharshavardhan2112 Год назад +1

    I was drinking my morning coffee, took a sip and this is the first video of yours that I just clicked on, and that intro! bruv! took me back to days in undergrad struggling. Legit spew coffee on myself. Such a well explained video. My respects.

  • @chrissanchez1891
    @chrissanchez1891 4 года назад +2

    I've never understood the ROC and AUC curves until now...BAM!!! I was so impressed that I just joined the StatQuest membership, thanks Josh Starmer!

    • @statquest
      @statquest  4 года назад

      BAM! Thank you very much for your support!!! :)

  • @wopmf4345FxFDxdGaa20
    @wopmf4345FxFDxdGaa20 3 года назад +6

    Thank you! It is incredible how well you are able to explain complicate concepts so simply. This is by far one of the best channels in youtube.

  • @acidic_ph
    @acidic_ph 4 года назад +3

    I've read so many Medium articles about ROC and AUC, but none describe it as good as your video!

  • @douglasespindola5185
    @douglasespindola5185 3 года назад +12

    13:48 "BAM?" I laughed a lot! 😂😂😂 You're one of the best teachers on YT, Josh! Thanks a lot!

  • @stanleydukor
    @stanleydukor 3 года назад +1

    I have had a very unclear understanding of this for about 3 years now. This video just solved my problem in approx. 15 mins. Great job!
    Thanks a lot for this!

  • @dario27
    @dario27 4 года назад +1

    Some teachers make simple things complicated... you, however, make complicated things seem simple. Thanks so much!

  • @miriamross4622
    @miriamross4622 4 года назад +8

    This absolutely saved me as I finished a final project! Thank you so much for making these clear & helpful videos

    • @statquest
      @statquest  4 года назад +1

      Hooray and congratulations on finishing your final project!! BAM! :)

  • @amitkehri
    @amitkehri 5 лет назад +3

    My mind says ..."TRIPLE BAMMMMM !!!" and "HURRAAYY" after grasping this complicated concept. You are a GEM Josh. Thanks for explaining it so slow and so perfectly like water going inside my throat.

    • @statquest
      @statquest  5 лет назад

      Thank you so much!!!! I'm glad the video was helpful. :)

  • @bigpoppy
    @bigpoppy 3 года назад +5

    You are the lecturer no one has but everyone needs.

  • @kylelau1329
    @kylelau1329 Год назад +1

    It is my lifesaver to watch this video by studying natural language processing! I can't stress enough to appreciate this compared with other content creators on the Internet!

  • @arpitarora293
    @arpitarora293 Месяц назад +1

    Coming back to these after all these years and im still in awe, you're a legend dude !!

  • @mohitshrivastava4967
    @mohitshrivastava4967 5 лет назад +5

    I wouldn't be able to express how easy it was to understand through the explanation. I wish I could like the same video 1 million times.

    • @statquest
      @statquest  5 лет назад

      Thank you very much. :)

  • @abodegods5522
    @abodegods5522 3 года назад +3

    And after this video I got all the answers after wandering one resource to another.
    Thanks a lot for such amazing videos...🙏

  • @vithaln7646
    @vithaln7646 3 года назад +4

    after watching this video i felt there is someone in the world who can save me, thanks to Joshua

  • @atalwar00
    @atalwar00 4 года назад +2

    I have so much love for this explanation!! University studies are dead in front of this!! Thanks, from India!!

  • @geosylvatalks5537
    @geosylvatalks5537 4 года назад +1

    Such a lucid explanation of such a bootstrapped concept, which I had a feeling of having understood , but never clearly. Thanks

  • @FamFitFun
    @FamFitFun 5 лет назад +3

    you are simply out of the universe , thanks for making my and other learner life easy.

  • @pradyutshukla7852
    @pradyutshukla7852 5 лет назад +9

    I clicked on this video as it appeared on my feed thinking it was an old one (also, I needed to revise my ROC concepts). Little did I know that it was uploaded literally minutes ago. *When youtube recommendation engines read your mind, TRIPPLE BAAMMM*

    • @statquest
      @statquest  5 лет назад +2

      That's totally awesome! :)

  • @654987ify
    @654987ify 5 лет назад +5

    Congrats on these series of videos!! Im currently doing a compressed introduction course on ML methods in my university, and watching these videos in paralel really helps my understanding of the given concepts!! Really good summarize!!

    • @statquest
      @statquest  5 лет назад +2

      Awesome! I'm glad to hear the videos help. :)

    • @Music_Engineering
      @Music_Engineering 5 лет назад

      @@statquest They do! Very much so! :) Thank you for making them :)

  • @aishah8398
    @aishah8398 2 года назад +1

    Josh, you have taken teaching to the next level. Keep explaining and simplifying the complications., it is really really very helpful. Thank you for your contribution in spreading the useful knowledge.

    • @statquest
      @statquest  2 года назад

      Thank you! :)

    • @aishah8398
      @aishah8398 2 года назад

      @@statquest I always found "confusion matrix" very confusing.... but you solved the confusion 🙂

    • @statquest
      @statquest  2 года назад

      @@aishah8398 BAM!

  • @RajKumar-vm2kr
    @RajKumar-vm2kr 4 года назад +1

    Hello Josh, I am from India. I just started watching your machine learning videos, want to say you are amazing. Thank you for your simple way of explanation.

    • @statquest
      @statquest  4 года назад

      Thank you very much! :)

  • @hddlheme
    @hddlheme 4 года назад +4

    OMG, I was trying so hard to understand this and finally I found this. U totally ROC!!!!

    • @statquest
      @statquest  4 года назад

      Awesome! Thank you! :)

  • @jessicasoares9613
    @jessicasoares9613 4 года назад +4

    I love this channel! It is fun and make dense subject way easier. Thank you for sharing high quality material with us!

    • @statquest
      @statquest  4 года назад +2

      Thank you very much! :)

  • @Raven-bi3xn
    @Raven-bi3xn 4 года назад +10

    7:05 "a confusingly large number of confusion matrices." Classic! :)

  • @abhay9994
    @abhay9994 Год назад +2

    Dear Josh Starmer,
    Thank you for your insightful lecture on ROC and AUC. Your explanations were clear, and I gained a better understanding of these concepts. Your dedication to simplifying complex topics is commendable.

  • @yuqiaolin9234
    @yuqiaolin9234 5 лет назад +1

    I am a Chinese student who is studying R language , your video give me a great help! thank you!

    • @statquest
      @statquest  5 лет назад +1

      Hooray! I'm glad my video is helpful. :)

  • @peregudovoleg
    @peregudovoleg 5 лет назад +3

    Thank you, sir. You are a gentleman and a scholar.

  • @subhashreepanda5307
    @subhashreepanda5307 5 лет назад +6

    ohh god at last i understood this concept through ur vdo .thanx BAM!!!!!!!!

  • @malvikachandhok8571
    @malvikachandhok8571 3 года назад +3

    Thank you so much for all the BAMs and the easy explanation ! Love it :)

    • @statquest
      @statquest  3 года назад +1

      Glad you like them!

  • @dingusagar
    @dingusagar 3 года назад +1

    This is the best explantion i have ever found online for roc. funny how many people complicate simple concepts by throwing in lots of jargons. the examples walkthrough made it super simple and intuitive to understand this. Triple BAM Indeed!

  • @ericd.gououi4912
    @ericd.gououi4912 4 месяца назад +1

    What your explanations just did to my brain is a work of art. Thank you very much for breaking down ROC/AUC that good

  • @pankushkukreja3101
    @pankushkukreja3101 5 лет назад +5

    Josh you nail stats in every video, great.
    This confusion matrix evaluation will be completed if you add one video on precision, recall, f1 score and precison recall curve
    Thanks and waiting for it.

  • @niranandkhedkar3681
    @niranandkhedkar3681 5 лет назад +7

    BAM!!! truely an amazing video
    Many thanks........

  • @ismaeo1
    @ismaeo1 5 лет назад +5

    14:25 DOUBLE BAAAAM!!! XD Because of those jokes I'll never forget what I've learned in this video. Great way to use humor, dude

  • @1985flight
    @1985flight 2 года назад +1

    I am so happy that this best video got 801k likes, whenever I need to review the content, this one float up to the top as always.

  • @АнтонЛаушкин-ф1у
    @АнтонЛаушкин-ф1у 8 месяцев назад +1

    I admire your videos. So clear reasonable explanation on the complicated topics. Worth thousands of written papers!

  • @ngerih17173
    @ngerih17173 3 года назад +3

    Me *understand ROC and AUC because of watching this video*: TRIPLE BAM!!!

  • @wayneqwele8847
    @wayneqwele8847 5 лет назад +11

    This is just incredible

  • @gokeadekunle
    @gokeadekunle 4 года назад +7

    Arghhhhhh. Thank You for this. I was losing my mind already.

  • @GreenEyesVids
    @GreenEyesVids 4 года назад +1

    The goat of ML explanations online. If only all teachers were half as passionate/explained half as well. Thanks for your amazing work.

  • @bommijn
    @bommijn 7 месяцев назад +1

    I'm studying for my machine learning finals and your video's (not only this one) help me allot. Thanks for taking the time to make these!

    • @statquest
      @statquest  7 месяцев назад +1

      Good luck with your finals! :)

  • @volodymyrkepsha2123
    @volodymyrkepsha2123 5 лет назад +3

    immediate like for the intro !

  • @shwethavasudevan1788
    @shwethavasudevan1788 5 лет назад +22

    This was so helpful, could you also make a video about transformation functions like Box Cox and arcsine? Would greatly help. :)

  • @Tggfredcsawsdfgbhhhhu
    @Tggfredcsawsdfgbhhhhu 4 года назад +3

    I felt that double BAM in my soul

  • @TheLuis609
    @TheLuis609 Год назад +1

    Honestly, I've never used this tool before and using Rstudio was very difficult for me, however you explained so calmly that I was able to understand everything. thank you very much

  • @krishnakarule3708
    @krishnakarule3708 Месяц назад +1

    It is the first time i am learing this and your teaching is just amazing!!Thank you.

    • @statquest
      @statquest  Месяц назад

      I'm glad you found it helpful!

  • @julistanleyA
    @julistanleyA 5 лет назад +8

    “Little bam” and “Bam?” 😂

  • @noorameera26
    @noorameera26 3 года назад +5

    hahahahahaha I got so amused with the bam! and double bam! xD

  • @phannhat3485
    @phannhat3485 5 лет назад +4

    The theme song today: "wait till u see, ROC" so cool.

  • @ahmeterdonmez9195
    @ahmeterdonmez9195 5 месяцев назад +2

    incredible, wonderful, extraordinary. God created you to be an educator !!!

    • @statquest
      @statquest  5 месяцев назад +1

      Wow, thank you!

  • @MLA263
    @MLA263 2 года назад +1

    I love this channel so much. Every time I start a video, the musical introduction cracks me up

  • @wolfisraging
    @wolfisraging 5 лет назад +2

    Gazillion bam

  • @saurabhchdry3825
    @saurabhchdry3825 4 года назад +1

    dude, you keep things so intuitive, you have a gift, please keep teaching us

  • @szu-minyu3415
    @szu-minyu3415 Год назад +1

    Thank you Josh this is so helpful! As a senior data scientist, this is the perfect quick video for me to review the concept!

  • @tanishadas9420
    @tanishadas9420 4 года назад +2

    I have been trying to understand this for soo long. Can't describe in words how amazingly simple you have made this. Thank you so much

  • @ndagijimanafrankaimeerodri8893
    @ndagijimanafrankaimeerodri8893 Год назад +1

    Right after I watched this lecture, it was the second question on my test!!
    Thank you very much for your clear explanation!!

  • @beautyisinmind2163
    @beautyisinmind2163 4 года назад +1

    well, I checked 100 of videos on youtube but no one ever explained like in this video which is very useful for people studying machine learning.

  • @pur4selife
    @pur4selife 5 лет назад +2

    I've learned both Statistic and English from this Channel. Double BAMMM!! Thank you all the time for your Awesome video :D

    • @statquest
      @statquest  5 лет назад

      YES! That is a Double BAM! :)

  • @yahyaelghandour9855
    @yahyaelghandour9855 3 года назад +1

    Thank you so much! I didn’t quite understand what the points and the curve meant, and then... BAM! Insight/understanding came down from the heavens!
    You seriously have ROCed the world of a young medical student
    May your channel get more and more viewers and you get more and more love

    • @statquest
      @statquest  3 года назад

      Thank you very much! :)

  • @alexsanders6753
    @alexsanders6753 3 года назад +2

    Thank you for explaining this at 11.20pm before my supervision at 9am tomorrow morning! Needed it!

  • @maniaclel8736
    @maniaclel8736 Год назад +1

    i know its been 4 years but damm the way u explain it is sooooo freaking good

  • @mohammedamaar2156
    @mohammedamaar2156 Год назад +1

    bro you deserve the happiness of the whole world for providing such helpful videos for us

  • @richiefarrell4726
    @richiefarrell4726 2 года назад +1

    Thanks so much for the great explanation!

    • @statquest
      @statquest  2 года назад

      WOW! Thank you so much for supporting StatQuest!!! BAM! :)

  • @nikhilhagroo3858
    @nikhilhagroo3858 3 года назад +1

    you are the only reason I understand anything in machine learning

  • @tmling9417
    @tmling9417 Год назад +1

    For a man over 50 like me who never got pass grade on any Maths Exams, your tutorial really rocking, thank you very much Sir.

  • @stephentan9523
    @stephentan9523 2 года назад +1

    Yow I'm just stunned how well you explained these things. Every minute is a euphoria for me. It all makes sense now AAAAAAAAA

  • @mirmehdiahmadzada1182
    @mirmehdiahmadzada1182 Год назад +1

    Loved it! Despite being a new learner in ML, I understood the concept really fast. Thank you a lot!

  • @hommevide
    @hommevide 2 года назад +1

    man u just saved my life i cannot tell how grateful i am, just wish u happiness cuz u a damn good man

  • @JoseGarcia-hl3cg
    @JoseGarcia-hl3cg 4 года назад

    Yo no hablo inglés al 100%, pero tus videos los entiendo completamente, eres un genio de la Estadística y Machine Learning, pero eres un Dios de la enseñanza. Gracias!!!!

  • @dikshantgupta5539
    @dikshantgupta5539 4 года назад +2

    best explanation of the ROC and AUC so far. Thank you for explaining so clearly

  • @perseusgeorgiadis7821
    @perseusgeorgiadis7821 2 года назад +1

    Your best video I've watched so far. Now I understand perfectly how specificity and sensitivity are obtained