A Gentle Introduction to Machine Learning

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  • Опубликовано: 15 ноя 2024

Комментарии • 925

  • @statquest
    @statquest  4 года назад +53

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

    • @yashaswikulshreshtha1588
      @yashaswikulshreshtha1588 4 года назад

      You said ML is about making predictions but i have heard that ML tries to figure out rules for given input and output.

    • @statquest
      @statquest  4 года назад +1

      @@yashaswikulshreshtha1588 Hmmm. Interesting. It could be that some methods learn rules in order to make predictions.

    • @yashaswikulshreshtha1588
      @yashaswikulshreshtha1588 4 года назад

      @@statquest No actually it was not like, please check out this video.
      ruclips.net/video/pHiMN_gy9mk/видео.html

    • @statquest
      @statquest  4 года назад +1

      @@yashaswikulshreshtha1588 That video is over 2 hours long. Can you narrow it down to the point of interest?

    • @yashaswikulshreshtha1588
      @yashaswikulshreshtha1588 4 года назад

      @@statquest Sure, you need to watch first starting 15-20mins. He has already introduced ML in that 15mins, and rest of video is about its application and deeper exploration. Time stamps 3:32 and 5:52

  • @mainulislam6765
    @mainulislam6765 3 года назад +300

    taking a moment to appreciate how you have created videos after videos on abstract concepts using colorful geometric shapes and visual aids, not to mention your equally sustaining enthusiasm in every video that I have seen so far. Thank you.

  • @dimitrispavlakis2590
    @dimitrispavlakis2590 2 года назад +157

    Just goes to show you that sometimes its not the material that is difficult, it is how it is taught, and that great teachers can inspire great scientists.

  • @smartinezai
    @smartinezai 6 лет назад +174

    This is truly the most amazing introduction to ML I've ever seen

    • @statquest
      @statquest  6 лет назад +9

      Thank you! :)

    • @AndBor1
      @AndBor1 4 года назад +9

      @@statquest I agree, and I am going to watch it with my young daughter that likes math. I think it's perfect to show how she can use her skills, one day. You have a gift for explaining things! And it's not cause of the age of the listener, you are 'just' good! Thanks

  • @observer698
    @observer698 5 лет назад +81

    I wish I knew this channel before!!! I dropped machine learning class bec. it was too hard but you make it so easy to understand! You deserve a lot of subscribers... Thank you.

  • @rev_match
    @rev_match 2 года назад +100

    This is where every ML student eventually gonna end up!

  • @mohamedreyaz9140
    @mohamedreyaz9140 Год назад +4

    Found your channel when I asked chatGPT some good resources to learn Machine Learning and BAM!! I have been binge watching your videos ever since. Absolutely love how you make complex topics so simple and easy to understand. You are truly a great teacher!! Thanks a ton!

  • @Jack_______oh
    @Jack_______oh 2 года назад +13

    I'm 8 minutes in and this is fantastic so far. It feels like I'm back in school with a fun but intelligent teacher. Appreciate the video!

  • @ahsanmuhammad7453
    @ahsanmuhammad7453 3 года назад +2

    You sir are a legend. A request to everyone to pls watch ads to support this amazing channel. Thats the least we could do

  • @loden5677
    @loden5677 Год назад +5

    So glad I found this channel. Started my ML learning journey and this refreshing pedagogical approach with humor and music really lends itself well to those like me who may find regular teaching content monotonous. Thanks!!!

  • @sdr1974
    @sdr1974 4 года назад +12

    You, sir, are the definition of an amazing teacher! I love your videos, please someday make an online course. Cheers from Argentina

    • @statquest
      @statquest  4 года назад +2

      Hola Argentina!!! Thank you very much! I'll look into making an online course.

  • @AP-pm9qy
    @AP-pm9qy 4 года назад +5

    I have an exam for my machine learning class in 7 hours and I planned to binge-watch these videos at twice the speed but this video is so good, that I would rather take my time watching them and have a solid understanding of these basic concepts and fail the exam then try to rush through them.

  • @pkr619
    @pkr619 Год назад +2

    The best playlist on ML out there, to the point, lots of details and fun to watch!

  • @AnushreeBose
    @AnushreeBose 4 года назад +12

    BAM! This is brilliant! I dread maths. Your video made me learn without feeling any anxiety. More power to you!

    • @statquest
      @statquest  4 года назад +1

      Thank you very much! :)

    • @vothuong08
      @vothuong08 2 года назад

      I really like it as well. BAM!

  • @judeleon8485
    @judeleon8485 4 года назад +1

    I stumble on this channel and got stuck here. A lovely way to present a topic

  • @javedmatrah
    @javedmatrah 3 года назад +6

    This is simply the best ML Introduction.

  • @clerpington_the_fifth
    @clerpington_the_fifth 9 месяцев назад +1

    As a fellow Josh, I approve this message. I am starting out my ML journey, and you are helping more than you know. Thank you!

    • @statquest
      @statquest  9 месяцев назад +1

      Thank you Josh! BAM! :)

  • @chayanikahazra1915
    @chayanikahazra1915 2 месяца назад +1

    As a newcomer to Machine Learning, I'm glad to have found this channel on my journey! BAM!

  • @dedushkafrost
    @dedushkafrost 6 лет назад +6

    Mr Joshua. i've never felt so interested waching statistics videos until i met your channel. BAM!

  • @UmmedChoudhary-tt2cg
    @UmmedChoudhary-tt2cg 26 дней назад +1

    This is one of the great introduction of machine learning i have ever seen in youtube. thank you man for your efforts

  • @defendingbelief
    @defendingbelief Год назад +3

    I have watched lots of videos to understand the concept of machine learning. But, this simple introductory video was enough for me to fall in love with the channel. No other videos, not even the academic lectures on the topic, makes abstract concept as clear as your simple and fun videos. Appreciate your efforts. Best wishes!

  • @afzalandthedreams
    @afzalandthedreams Месяц назад +1

    This man is singlehandedly responsible for spawning data scientists in the industry! 🙌

  • @j_h_o
    @j_h_o 5 лет назад +3

    the way you gently described overfitting is awesome

  • @carsonskjerdal473
    @carsonskjerdal473 5 месяцев назад +1

    I asked Chatgpt to recommend me a weekend learning plan to get started in ML. This was the first video it recommended!

  • @heinzin4004
    @heinzin4004 6 лет назад +85

    BAM!!! realy love this channel since learning stat

  • @jatinkamnani5719
    @jatinkamnani5719 Год назад +1

    Man I must say you are a legendary teacher hats off to you

  • @Pranshu1902p
    @Pranshu1902p 3 года назад +11

    You have made learning sooooo easy and fun! Keep doing it. You will literally transform the education system of the world.
    Thanks a tonne for the quests!!!

  • @KirkBuchanan
    @KirkBuchanan 2 года назад +1

    I'm Jamaican and I didn't know that. Thank you for your contribution 🇯🇲

    • @statquest
      @statquest  2 года назад

      Hooray for Jamaica! BAM! :)

  • @jishudey6788
    @jishudey6788 4 года назад +3

    hello sir, I am a statistician but I am an avid Learner of data science and your videos are so much useful to make this easy. However I am more enthusiastic to have several videos on machine learning in R. I saw some videos are there but still I am waiting for your series of videos on that. Can you do this sir. You are awesome. Your teaching approach is so different from others. please do this favor. Thank you.

  • @ricardofranco-duarte346
    @ricardofranco-duarte346 4 года назад +57

    "We collect data also from people that don´t love StatQuest"
    This is the first error I ever found in videos from this channel, because, people that don´t love StatQuest..... DON´T EXIST!!!! :) BAM!

    • @statquest
      @statquest  4 года назад +8

      Ha! I love it! Thank you. :)

  • @vanthinhto6186
    @vanthinhto6186 3 года назад +3

    I love watching those videos, and it's a great source for machine learning. I would love to watch your videos continuously. Thank you so much.

    • @statquest
      @statquest  3 года назад +1

      Glad you like them!

  • @victorhugomuzi
    @victorhugomuzi 6 месяцев назад +2

    I don't think this video could be any clearer - great work and thank you!

  • @bonleofen6722
    @bonleofen6722 6 лет назад +12

    Hey Joshua, thanks for all these amazing videos. I am a novice to the whole field of machine learning and Computer programming in general. I break my head everyday looking for a way to teach myself all that is there to the field. MIT lectures, youtube videos, udemy course and all that. I have to admit that a majority of videos are very very rhetoric (even the courses on Udemy). Your videos clearly show that you not only explain the necessary foundation concepts but you are also very closely aware about the whole superficial perception of the field (pretty evident at 8:23 lol).
    All I have to say is that I am very thankful for insightful videos. It is a great time in human history when education and information is reaching to masses for free. But I believe there is a responsibility that rest with the people who benefit from all these free content; a strive to improve things. Hence, I will chalk down a few struggles, questions and challenges that I face or have faced in my journey of learning, so that you may create videos around it and not just help me but anyone who is trying to learn this domain; given the fact that it is so full of hyped noise.

    • @statquest
      @statquest  6 лет назад +2

      Awesome!! Good luck with your studies! I know you can do it - you seem determined, and that's really all it takes.

    • @bonleofen6722
      @bonleofen6722 6 лет назад +1

      Thanks for the motivation, Josh. :)

    • @bonleofen6722
      @bonleofen6722 6 лет назад +1

      Double Bam!!

  • @Utada379
    @Utada379 4 года назад +4

    Wooo Boy, this channel is guiding through my Ph.D. Thank you Josh!!! Better than my bioinformatics class.

  • @ArjunKalidas
    @ArjunKalidas 5 лет назад +36

    oh man.. I laughed my a** off. Such an interesting way to teach ML. Great work. I became your fan instantly.

  • @zkblen5309
    @zkblen5309 8 месяцев назад +1

    I mean I'm in love with his teaching method. This is what I was looking for 👏

  • @jakobfredriksson2272
    @jakobfredriksson2272 4 года назад +8

    Boy did "they" messed things up for me. Everything I've seen or read on this topic has been a poop of contradictions (Bad teaching or I'm braindead) but either case you made me understand the basics immediately. Yay!

    • @statquest
      @statquest  4 года назад +1

      Hooray! I'm glad the video was helpful.

  • @usyfirdausy5991
    @usyfirdausy5991 Год назад +1

    Hello josh, I am from Indonesia. I've just found your channel this morning, and automatically fall in love with your channel. everything about it is triple BAM!!!
    keep doing a great work...

    • @statquest
      @statquest  Год назад +1

      Thank you so much! BAM! :)

  • @clared5812
    @clared5812 3 года назад +4

    This is the first machine learning video I’ve ever seen that actually makes sense. Thank you for making these videos. You just earned a new subscriber :)

    • @statquest
      @statquest  3 года назад +3

      Glad it was helpful!

  • @preetbenipal1034
    @preetbenipal1034 4 года назад +1

    i dont why but when i see statquest i feel like i am watching movie ...and i keep watching ..love it ..thank you sir ,,,,,,

  • @nidhijain6744
    @nidhijain6744 4 года назад +3

    TRIPLE BAM!!! The best machine learning introduction video

    • @statquest
      @statquest  4 года назад

      Hooray! I'm glad you like it!

  • @lakshman587
    @lakshman587 Год назад

    Because of your videos I was able to understand the concepts clearly!!
    Thank you for putting so much efforts into these videos and making it available for everyone for freeeee!!! BAM!!!

    • @statquest
      @statquest  Год назад +1

      TRIPLE BAM! Thank you very much for supporting StatQuest!!!

    • @lakshman587
      @lakshman587 Год назад

      @@statquest BAM!!!

    • @soundarb8683
      @soundarb8683 2 месяца назад

      @@lakshman587 bro now i start learning machine learning i search online this channel comes recomended its worth to learn this channel. reply me.

  • @gulbansaldesignexams
    @gulbansaldesignexams 3 года назад +7

    Bam! I finally found a perfect channel.

  • @edson_winner
    @edson_winner 3 года назад +1

    I'll keep on watching your videos time and time again. I can always find new insight I wasn't aware of before. Thanks.

  • @PAVANKUMAR-fu7pb
    @PAVANKUMAR-fu7pb 4 года назад +7

    This is crazy!!! Loving this quarantine by your quests. Thank You very much Josh for such an amazing content😍Triple Bam !!!

  • @MuthuVadivu
    @MuthuVadivu 2 года назад +1

    Totally enjoyed watching this video.. I have decided to watch all ML and Statistics videos of this channel..
    Never been this excited about learning ML! Thanks a ton

    • @statquest
      @statquest  2 года назад +1

      Thank you very much! :)

  • @deshgouri
    @deshgouri 5 лет назад +6

    I love your channel! Thank you Josh. 🙏🏽 many times, even for the topics I think I have understood, I still check if you have a video on that, because you always make the story extra special...a few additional tips/tricks to understand the topic even better!
    Love the way you present it!

  • @spencerreid4826
    @spencerreid4826 3 года назад +1

    I hope you will never stop making videos. They are truly amazing. Thank you so much!

  • @jaihonikhil
    @jaihonikhil 3 года назад +3

    You are so original! I would call you a very creative artist and it makes me happy how you combine music and stats/ML/Prob. Love your content!

  • @acth90
    @acth90 5 лет назад +3

    I always have fun and learn things easily on this channel. Thank you!

  • @uniqutilities2831
    @uniqutilities2831 4 года назад +1

    Stumbled across this channel while going through my data science book. As soon as I heard the intro song, I started smiling. Watched the video, and saw the things I've been reading about presented in a clear, concise and comical way. Subbed.

  • @ravitejavarma1307
    @ravitejavarma1307 6 лет назад +78

    Please make videos on neural networks ....BAM!!!

    • @statquest
      @statquest  6 лет назад +17

      That video should come out in early 2019.

    • @prasunanand9662
      @prasunanand9662 6 лет назад +12

      DOUBLE BAM!

    • @statquest
      @statquest  6 лет назад +1

      @@prasunanand9662 :)

    • @soumambanerjee1816
      @soumambanerjee1816 5 лет назад +2

      @@statquest it did not come yet ahw aww :(

    • @statquest
      @statquest  5 лет назад +6

      @@soumambanerjee1816 Don't worry, I'm still working on it.

  • @hoangminhthai4055
    @hoangminhthai4055 Год назад +1

    - Machine Learning is about prediction and classification
    - We will spit our sets into training data and testing data
    - We evaluate the performance of evaluating data to decide which method is the best

  • @urjadamodar4093
    @urjadamodar4093 5 лет назад +4

    I love the teaching method and Love the silly song hence I love StatQuest

    • @statquest
      @statquest  5 лет назад

      Thank you very much! :)

  • @asiyaaman6610
    @asiyaaman6610 3 года назад +1

    Kudos to Josh for making Machine Learning so Cheerful... INFINITE BAM!!!!

  • @urjaswitayadav3188
    @urjaswitayadav3188 6 лет назад +3

    Loved it!!! Thanks a lot! Quadruple
    BAM!

  • @rajeevradnair
    @rajeevradnair 2 года назад +2

    Thank you for shaping the future minds. You are the ultimate giver. Triple BAM!

  • @anthonyfischer6444
    @anthonyfischer6444 3 года назад +7

    Lol @ "insert newest, bestest, most fancy machine learning method"

  • @fauxhawkboy109
    @fauxhawkboy109 4 года назад +2

    Great introduction for ML. CFA level 2 has introduced ML and this vid really helps! Thanks

    • @statquest
      @statquest  4 года назад

      Glad it was helpful!

  • @proudofindia1
    @proudofindia1 5 лет назад +6

    love the way u taught. BAM ! :D

  • @ShanmukhaRaoParamathmuni
    @ShanmukhaRaoParamathmuni 5 лет назад +4

    BAM :-) Simple words and methods explaining complex things. DOUBLE BAM!!! Thank you very much.

    • @statquest
      @statquest  5 лет назад

      Awesome! Thank you! :)

  • @delYdelX
    @delYdelX 4 года назад +5

    BAMMM... Amazing 😍
    May you recommend a book on ML so that I can learn with same pleasure? 😉

    • @statquest
      @statquest  4 года назад +3

      My favorite ML books is The Introduction to Statistical Learning. It is free and a lot of my videos cover the same material (so you can look at the book and my videos at the same time). faculty.marshall.usc.edu/gareth-james/ISL/

  • @pittysmile
    @pittysmile 4 месяца назад +1

    Way way better than those taught in uni. Easily understood

  • @Friedrich713
    @Friedrich713 4 года назад +16

    I love how liking silly songs is totally irrelevant to the model xD

  • @akashkris
    @akashkris 2 года назад +1

    John Starmer, ThankYou.
    Got the knack for ML, after couple of years of search.

  • @aashman
    @aashman 2 года назад +3

    After watching this video, my mind says BAMMMM.....

  • @sree0801
    @sree0801 4 года назад +2

    none can beat your way of explanation on this planet, I bet.
    I just love your explanation, content, silly songs, silly recipe videos just love the whole package.

  • @WeisSchwarz
    @WeisSchwarz 3 года назад +7

    Oh shoot, I should've found this channel long, long time ago! Wa, waaa . . .

  • @BehindTheLogics
    @BehindTheLogics 4 года назад +1

    The best model should be the one that fits the test data best. That is why we are going with line of best fit... not with the one connecting all training data. A great take home.Thanks.

  • @openabox2150
    @openabox2150 2 года назад +19

    I like silly songs!

    • @statquest
      @statquest  2 года назад +4

      Hooray! BAM! :)

    • @Scott-xx6ib
      @Scott-xx6ib Месяц назад +1

      But if you don’t, that’s okay

  • @MrEstebanEscudero
    @MrEstebanEscudero 5 лет назад +2

    well thought putting an index of all the StatQuest videos. It really helps for people like me that is initiating to have a path in the learning process. Thumbs up for that.

  • @vishalverma-wx7eo
    @vishalverma-wx7eo 5 лет назад +5

    Oh no!! That's a shameless self promotion!!

  • @roseh9193
    @roseh9193 4 года назад +1

    I couldn't get very far in many ML topics because I never really understood the phrase "training data". Thank you!!!

    • @statquest
      @statquest  4 года назад

      I'm glad the video was helpful! :)

  • @lugnirlegolas944
    @lugnirlegolas944 5 лет назад +3

    Machine Learning is Borriinng ??? Well pal....you haven't met Josh Starmer yet.

  • @kusocm
    @kusocm 4 года назад +2

    Great way to easily demonstrate residual sum of squares with a graphical (more intuitive) manner.

    • @statquest
      @statquest  4 года назад

      Thank you very much! :)

  • @kevin_mcgee
    @kevin_mcgee 5 лет назад +3

    Who doesn't like silly songs?

  • @anandachetanelikapati6388
    @anandachetanelikapati6388 4 года назад +1

    You are simply superb. You, not only have good command over subject but also work hard in producing the marvelous content. Hats off to you!!

    • @statquest
      @statquest  4 года назад

      Thank you very much! :)

  • @Physicsope875
    @Physicsope875 2 месяца назад +1

    Thank you for making such valuable and amazing content, my inner child squeals with joy cause of how friendly these videos are, Thank you sm :)

    • @statquest
      @statquest  2 месяца назад

      Glad you like them!

  • @supriyamanna715
    @supriyamanna715 3 года назад +1

    while 1:
    print ("SQ is BAM!!!)
    really love you guys.

  • @ryanyc9619
    @ryanyc9619 Год назад +1

    I wish all my teachers taught the same way you do.
    Quadruple BAM !!!

  • @PunmasterSTP
    @PunmasterSTP 7 месяцев назад +1

    This was an amazing introduction, and I can't wait to binge-watch the rest of this playlist!

    • @statquest
      @statquest  7 месяцев назад +1

      Enjoy!

    • @PunmasterSTP
      @PunmasterSTP 7 месяцев назад

      @@statquest Or maybe I should have said, "BAM-watch!" 😆

  • @priyamkakati7674
    @priyamkakati7674 3 года назад +2

    Bam how could I miss this channel.You're doing a great job Josh.

  • @peterevans3310
    @peterevans3310 2 года назад +1

    I think only StatQuest can make ASMR about Machine Learning of this quality. I'm going to let it put me to sleep, while accidentally maybe also learning a few things about ML.

  • @prateekverma6492
    @prateekverma6492 4 месяца назад +1

    Hi, thank you so much being one of the best machine learning instructor, I keep coming back to your videos whenever i'm stuck with a concept. Thank you for making this a fun activity. Love your songs! do share the spotify playlist XD.
    I've been watching this series for revisions since you've uploaded them.

  • @giovannimantovani795
    @giovannimantovani795 8 месяцев назад +1

    THANK YOU, you are saving my thesis

  • @praveerparmar8157
    @praveerparmar8157 4 года назад +1

    Compared to all other introduction to ML videos available in this universe,
    this video is....
    QUADRUPLE BAM !!!!

    • @statquest
      @statquest  4 года назад +1

      Thank you very much! :)

  • @ruonanliu5164
    @ruonanliu5164 3 года назад +1

    Your videos arose my interest in Ml and statistics! THANK YOU!!

  • @FindMultiBagger
    @FindMultiBagger 3 года назад +2

    Now a days, I unsubscribed Netflix and watch your videos.
    Because you are the perfect director of data scientist movie.

  • @Alaa-wv4jk
    @Alaa-wv4jk Год назад +1

    finally an intro that fits my brain ability of understanding HHH , Thank you for this

  • @rohitamalnerkar2152
    @rohitamalnerkar2152 5 лет назад

    Mr. Josh
    Please make a video on Market basket Analysis, Neural network and time series. I really like your method of teaching. Clears everything inside out.

  • @bhaviksuiya6600
    @bhaviksuiya6600 6 месяцев назад +1

    "BAM" it's 5 years And still best explanation of ML "Double BAM" i discovered this channel 😆

  • @prashant0205
    @prashant0205 2 года назад +1

    I am really very thankful to you that you have made all the topics so easy to understand.

    • @statquest
      @statquest  2 года назад

      Thanks! :)

    • @prashant0205
      @prashant0205 2 года назад

      @@statquest any plans of uploading deep learning playlist ??

    • @statquest
      @statquest  2 года назад

      @@prashant0205 See: ruclips.net/video/CqOfi41LfDw/видео.html

  • @calvinfeng5357
    @calvinfeng5357 4 года назад

    For some reasons, I find that 1.5x speed is the normal speaking speed, even the triple bam sounds better at this speed. Great content!

  • @eshankaur9659
    @eshankaur9659 2 года назад +1

    Great video lectures... No where I found this much of great explanation

    • @statquest
      @statquest  2 года назад

      Glad it was helpful!

  • @hamdanalameri2885
    @hamdanalameri2885 Год назад

    you are literally the most GIGA CHAD humanity ever witnessed!

  • @styxrakash4639
    @styxrakash4639 3 года назад +1

    I am so grateful for you and this series. Thank you friend.

  • @aryant1796
    @aryant1796 5 месяцев назад +1

    After watching your trailblazingly awesome videos, there's only one thing I can give you: Infinite BAMs

  • @thehappyguyhello
    @thehappyguyhello 3 года назад +1

    Far better explained than my classroom ! ❤️👍

  • @Ds12376
    @Ds12376 3 года назад +2

    FIRST VIDEO JUST LOVED IT, SUBSCRIBED FOR LIFE

  • @mehediazad1780
    @mehediazad1780 2 года назад +1

    oh god. This is an amazing introduction to ML. I wish I find it earlier.