Lecture 01 - The Learning Problem

Ғылым және технология

The Learning Problem - Introduction; supervised, unsupervised, and reinforcement learning. Components of the learning problem. Lecture 1 of 18 of Caltech's Machine Learning Course - CS 156 by Professor Yaser Abu-Mostafa. View course materials in iTunes U Course App - itunes.apple.com/us/course/ma... and on the course website - work.caltech.edu/telecourse.html
Produced in association with Caltech Academic Media Technologies under the Attribution-NonCommercial-NoDerivs Creative Commons License (CC BY-NC-ND). To learn more about this license, creativecommons.org/licenses/b...
This lecture was recorded on April 3, 2012, in Hameetman Auditorium at Caltech, Pasadena, CA, USA.

Пікірлер: 447

  • @fernandoalvarado8840
    @fernandoalvarado88409 жыл бұрын

    This is what I call "A real Professor" , congratulations.

  • @akbarghurbal
    @akbarghurbal3 жыл бұрын

    Can you imagine this material was on KZread since 2012! Thanks Caltech and professor Yaser for making it free.

  • @dushyantshukla8754
    @dushyantshukla87548 жыл бұрын

    Prof. Yaser is a great teacher!!

  • @SaidElnaffar
    @SaidElnaffar6 жыл бұрын

    Yaser, you are not just a scientist but also an amazing teacher -- your students must be lucky to have you!

  • @chuxabanum297
    @chuxabanum2974 жыл бұрын

    Prof. Yaser is a great Teacher. I'm seeing this for the first time (October 2019). Still the best.

  • @luizmt2
    @luizmt27 жыл бұрын

    One of the best teachers I have ever seen! Congratulations, Professor Mustafa!

  • @edvandossantossousa455
    @edvandossantossousa4552 жыл бұрын

    Meus sinceros agradecimentos aos tradutores, ao caltech e ao professor. Conteúdo de qualidade e gratuito.

  • @basitbinmujeeb447
    @basitbinmujeeb4473 жыл бұрын

    2021, and still it's a diamond. Kudos to the teacher.

  • @anyu8109
    @anyu81097 жыл бұрын

    The professor explains everything so clearly! The video and audio have high quality! The questions asked by the students have high quality!

  • @mandosGOD
    @mandosGOD5 жыл бұрын

    this guy knows a lot about a lot, you can tell by the confidence with which he navigates the subject and how he is aware of the limits of the theory

  • @mario1ua
    @mario1ua5 жыл бұрын

    48:05 It's some kind of revelation. I'm enjoying this lecture so much! Thank you! And Yaser is so intelligent and pleasant person.

  • @VipinMaurya9
    @VipinMaurya94 жыл бұрын

    For a beginner this is the course I find the best to start with. Thank You Professor.

  • @sinabaghaei3504
    @sinabaghaei3504 Жыл бұрын

    In 2022 still I find his way of teaching way more informative rather than any recourses online or at Uni . great job

  • @m13m
    @m13m7 жыл бұрын

    This professor is awesome and funny at the same time.

  • @tylerwaite8444
    @tylerwaite84449 жыл бұрын

    I have gone through many courses attempting to learn machine learning (no pun intended), and this one is definitely the best. 10/10

  • @vivekpal7559

    @vivekpal7559

    8 жыл бұрын

    +Tyler Waite Same here and I agree with you. It is the best. Takes you from abstract idea to deeper concepts for better and easier understanding. What other courses did you take btw?...I could use some if there is any I didnt come across on my own.

  • @tylerwaite8444

    @tylerwaite8444

    8 жыл бұрын

    Besides this one, I mainly looked at the Stanford and MIT OpenCourseWare on KZread. It also looks like there is one my mathematicalmonk (looks similar to Khan Academy) that I would definitely look into if I had more time.

  • @vivekpal7559

    @vivekpal7559

    8 жыл бұрын

    Thanks man...I had never heard of mathematical monk before. Glad you mentioned it. Surely gonna follow his videos.

  • @shashanksagarjha2807

    @shashanksagarjha2807

    5 жыл бұрын

    one by Ali ghodsi and Nando de freitas are also good

  • @carlosmspk

    @carlosmspk

    4 жыл бұрын

    My teacher is apparently using this exact course as a basis. The power points are super similar and all!

  • @Nakameguro97
    @Nakameguro972 жыл бұрын

    Crystal clear exposition! This is the best intro to ML I have seen on YT.

  • @loganphillips1674
    @loganphillips16745 жыл бұрын

    Wow, I could not find any other resource that explained the intuition behind using the inner product. What a great teacher.

  • @hyiux
    @hyiux10 жыл бұрын

    After Gilbert Strang's Linear Algebra course, probably the best course on the web.

  • @stanlee8134

    @stanlee8134

    6 жыл бұрын

    Definitely agree

  • @johnk8174

    @johnk8174

    6 жыл бұрын

    High praise; so far it seems so

  • @chriswalker4923
    @chriswalker49236 жыл бұрын

    Thank you Professor Yaser Abu-Mostafa and to all you collogues and contributors. Most helpful and enjoyable. I'm impressed with Caltech.

  • @GianlucaUK
    @GianlucaUK6 жыл бұрын

    Straight to the point with practical examples. After 10 minutes you already know what the course is about and if it is interesting to you. The best Lecture 1 of a course I have seen on any subject :)

  • @smirned0ff
    @smirned0ff9 жыл бұрын

    One of the most wholesome lectures I have ever experienced, and especially useful for me and my particular situation. Thank you very much indeed!

  • @ShoaibKhan_iamsrk
    @ShoaibKhan_iamsrk7 жыл бұрын

    Seriously, this is the best lecture on #ML available on web. Brilliant explanation and the examples at the beginning (specially the Credit approval one) is well explained and fits exactly into introduction to ML.

  • @godfreynyirenda470
    @godfreynyirenda4705 жыл бұрын

    I had to come to comments section and search the man behind this lecture. A wonderful lecturer wish all teachers could teach like him

  • @VR_Wizard
    @VR_Wizard8 жыл бұрын

    If you dont understand everything watch it again I some how missed all the important parts the first time and was confused but then I watched it a second time and it was amazing. I also like how he is smiling if he gets a question he can answer. :D Great lecture.

  • @zkzks

    @zkzks

    8 жыл бұрын

    I THINK all machine learning lectures have to be watched twice :D

  • @danielgray8053

    @danielgray8053

    3 жыл бұрын

    It's good to hear this. Yeah I do the same. I'm sick of all the people on here saying they watch it at 1.25 speed. I guarantee I am getting a better job than those people.

  • @gehadhisham2539
    @gehadhisham25393 жыл бұрын

    Very proud of my country Egypt and of the brilliant prof: Yaser

  • @AhMedKhaled-om8ly

    @AhMedKhaled-om8ly

    2 жыл бұрын

    مش متخيلة انا قاعد مبسوط منه ازاي طول المحاضرة جودة المحتوي مذهلة ما شاء الله

  • @StuartBranham
    @StuartBranham10 жыл бұрын

    Love this. Thanks for the lectures CalTech! Perfect for the stay at home, wannabe grad student. (Like me!)

  • @shadishadi4478
    @shadishadi4478 Жыл бұрын

    Big appreciation for whoever uploaded this video, It's such a huge help.

  • @kashishpatel81
    @kashishpatel818 жыл бұрын

    Great thing is i can learn Machine Learning from one of the best professor in the world and bad luck is even not single professor aware about ML in my collage.

  • @WhoForgot2Flush

    @WhoForgot2Flush

    6 жыл бұрын

    You should try a college instead of a collage, you may have better luck.

  • @neilbryanclosa462
    @neilbryanclosa4626 жыл бұрын

    This kind of learning resource is useful for providing professionals with the right intuition and conceptual framework in the technology of Machine Learning. More power to California Institute of Technology and Professor Yaser Abu-Mostafa.

  • @adityapasari2548
    @adityapasari25487 жыл бұрын

    Wow, superb lecture. Decided to watch the whole series. Thanks for uploading it.

  • @j.freseyolanda1036
    @j.freseyolanda10364 жыл бұрын

    My Learning Algorithm predicts that the professor loves his tea. This is what I call "A real Professor" , congratulations.

  • @intuithue
    @intuithue7 жыл бұрын

    This lecturer is incredible

  • @ömer-altinbas
    @ömer-altinbas9 жыл бұрын

    جهد رائع و عمل عظيم .. مشكور دكتور ع الشرح الواضح

  • @nilarunm
    @nilarunm6 жыл бұрын

    Awesome teacher, teaching from realization...everything he makes so easy...kind of idol to me, added with his smile and ascent ...yes Sensational..

  • @mwambua
    @mwambuaАй бұрын

    I'm just getting started learning ML. This lecture provides an excellent overview of the field.

  • @ebtehalturki6329
    @ebtehalturki63293 жыл бұрын

    Perfect way of giving lesson.. I have never understood ML course this way

  • @alialk1384
    @alialk13847 жыл бұрын

    I think it is the best machine learning introduction I have watched so far

  • @Ashiqrh
    @Ashiqrh12 жыл бұрын

    Just started taking the online course and it exceeded my expectations. Love your teaching method and the "practical" topics included. Also thanks for including the QA session.

  • @yuwuxiong1165
    @yuwuxiong11656 жыл бұрын

    Enlightening analogy on unsupervised learning (learning Portugal language). Great teacher!

  • @hamdisha1
    @hamdisha13 жыл бұрын

    what a nice Professor : ) Keep going forward to deliver such an amazing lecture.

  • @peidaniel4629
    @peidaniel46297 жыл бұрын

    Greatest professor ever seen. Thank you!

  • @marwaelsayed3442
    @marwaelsayed34425 жыл бұрын

    l came here by chance and i surprised that this prof is Egyptian ,i am really proud of you sir you have a great style in teaching

  • @aifan6148
    @aifan61487 жыл бұрын

    I like the examples given by the professor! Vivid and thoughts provoking!

  • @ragiaibrahim6648
    @ragiaibrahim66488 жыл бұрын

    Many thanks for making this treasure online. Clear and straight forward.

  • @ayaabdallah8915
    @ayaabdallah89156 ай бұрын

    Anyone watching in 2024?

  • @mehrdadhajiarbabi9621

    @mehrdadhajiarbabi9621

    5 ай бұрын

    Yes, please add more videos on Al

  • @khanfahimtajwar01

    @khanfahimtajwar01

    4 ай бұрын

    Yeah

  • @dandevaris9804

    @dandevaris9804

    3 ай бұрын

    yup

  • @amrendrasingh7140

    @amrendrasingh7140

    3 ай бұрын

    👍

  • @rakuuun4582

    @rakuuun4582

    2 ай бұрын

    Hello

  • @jaikishank
    @jaikishank3 жыл бұрын

    It was great presentation. Kudos to Prof Yaser Abu-Mostafa for the same. It brought clarity on the fundamentals which were not clear from the books.

  • @thatguy1000001
    @thatguy10000019 жыл бұрын

    Great first lesson. I'm trying to get better at "skipping the introduction", and this is one instance I'm glad I did. Thanks! :)

  • @parthivganguly2816
    @parthivganguly28167 жыл бұрын

    This was a brilliant introduction to machine learning !

  • @rohitsurana9281
    @rohitsurana92818 жыл бұрын

    Excellent lecture. Way better than stanford because of low resolution and poor audibility.

  • @19daredevill
    @19daredevill7 жыл бұрын

    The best lecture series I have seen so far.

  • @jessicas2978
    @jessicas29789 жыл бұрын

    Good lesson, really can learn a lot. The best part is easy to understand and very interesting

  • @SSJIV
    @SSJIV7 жыл бұрын

    Excellent Introductory Lesson Professor :) Thank you for uploading it online :D

  • @generalflaviusaetius1997
    @generalflaviusaetius19977 жыл бұрын

    who on earth disliked and downvoted this video?..the professor's teaching from just the first lesson has inspired me to research into other ML ANNs beside just the perceptron like the Hopfield NN and gain a megatonne of info...from just the first damned lesson..and i was simply clicking on recommendations goddamit...had no clue about ML..those damned lucky students

  • @lucccar
    @lucccar5 жыл бұрын

    The perceptron function hypothesis is actually a logistic regression, that guy makes it quite simple to understands the difference between the hypothesis/target function and the learning algorithm, the later is the true innovation for statisticians and econometricians.

  • @Raphael0Baltar
    @Raphael0Baltar9 жыл бұрын

    now this is a great teacher !

  • @seebeess
    @seebeess10 жыл бұрын

    Am I the only one who's addicted to Prof. Abu-Mostafa's adorable accent?

  • @mohamedbalshy3105

    @mohamedbalshy3105

    7 жыл бұрын

    he is egyptian BTW

  • @shamsuddeen2004

    @shamsuddeen2004

    6 жыл бұрын

    I am bro

  • @est9949

    @est9949

    5 жыл бұрын

    No, actually it's hard to understand. The reason I endure his accent is his math talent, which is the most important factor.

  • @vickyys3301

    @vickyys3301

    5 жыл бұрын

    He sounds like king julian from madagascar

  • @astaconteazamaiputin

    @astaconteazamaiputin

    3 жыл бұрын

    Nope. It's a really nice accent. Makes everything sound friendly ^.^

  • @williamperroni8357
    @williamperroni8357Ай бұрын

    Que obra! Por sua naturalidade de conhecer profundamento o que ministra, com generosidade e vontade ao ensinar, que acaba por nos revelar que o mestre é insubistituivel !!! Por qquer processo racional que seja, como eu depreendo daquilo que disseram Gödel, Newton da Costa, Fco. Dória e ai vai ... mestres ... E faz de um autor e professor como este um daqueles que a gente sente que nos liberta pela informação e não o oposto!

  • @yifanding7164
    @yifanding7164 Жыл бұрын

    Amazing, best introduction to ML I have heard so far

  • @lilianedeaquino6685
    @lilianedeaquino66854 жыл бұрын

    Wonderful! Many thanks to the channel for providing subtitles in Portuguese.

  • @suvrotica
    @suvrotica3 жыл бұрын

    This is the best Machine Learning course. 11 out of 10.

  • @manjuhhh
    @manjuhhh10 жыл бұрын

    Excellent. Thank you Caltech and Prof Yaser Abu.

  • @_meta_data_9992
    @_meta_data_99925 жыл бұрын

    YEY!!! Thank you very much for such an amazing course!!!

  • @arwanasri8179
    @arwanasri81793 жыл бұрын

    أفضل محتوى شكرا جزيلا لكم دكتور ياسر

  • @ksankar42
    @ksankar4211 жыл бұрын

    Very well done. Obviously Prof.Yaser has an in-depth knowledge and has put in lot of thought in creating this class. Good work, Sir.

  • @YashChavanYC
    @YashChavanYC6 жыл бұрын

    My Learning Algorithm predicts that the professor loves his tea.

  • @Anna_K_

    @Anna_K_

    4 жыл бұрын

    I think it rather "prefers tea to other drinks"

  • @blackwhite1257

    @blackwhite1257

    Ай бұрын

    He might be the mathematical equivalent of King Henry, for Professor is one of the best AI teachers ever and King Henry loved his tea

  • @robertagabiniociccone4068
    @robertagabiniociccone40683 жыл бұрын

    Muitas palmas com honras para esse professor!

  • @venkateshprasad6432
    @venkateshprasad64325 жыл бұрын

    i think one of the best introduction videos to machine learning! :) thanks a lot

  • @sakcee
    @sakcee7 жыл бұрын

    What an Excellent Professor!, Caltech Please upload more courses.

  • @121pooja
    @121pooja11 жыл бұрын

    The Great Lecture Sir ,You have put in lot of thought in creating this Presentation . Brilliant work !!

  • @nazarm6215
    @nazarm62154 жыл бұрын

    O.o more machine learning resources awesome. Thank you for the resources!

  • @AllElectronicsGr
    @AllElectronicsGr9 жыл бұрын

    Sensacional!

  • @Pietrabentivi

    @Pietrabentivi

    9 жыл бұрын

    Neural Nets ?

  • @alexfranco664

    @alexfranco664

    2 жыл бұрын

    Ohh tu aí, mano. Sou seu fã, me ajudou em muitos mapas de Karnout na faculdade hehe

  • @xyznumber123
    @xyznumber1239 жыл бұрын

    Thank you for this amazing lecture. Top notch.

  • @adityaavs
    @adityaavs7 жыл бұрын

    Top Class Lecture. Great Professor. Brilliant.

  • @brainstormingsharing1309
    @brainstormingsharing13093 жыл бұрын

    Absolutely well done and definitely keep it up!!! 👍👍👍👍👍

  • @amalalahmari3716
    @amalalahmari37163 жыл бұрын

    2021 , you are still the best lecturer

  • @AhmedAlaa-lm6pt
    @AhmedAlaa-lm6pt4 жыл бұрын

    Thank you for this great lecture.

  • @mohammadriyaz4u
    @mohammadriyaz4u4 жыл бұрын

    What a great teaching..!! Salute you Sir.. Very nicely explained and taught.. Thank you..

  • @farshidvarno3864
    @farshidvarno38647 жыл бұрын

    Very simple, practical and understandable. Thanks

  • @milanpatel9939
    @milanpatel99392 жыл бұрын

    Exceptional professor indeed !!!

  • @vishalmishra1937
    @vishalmishra19376 жыл бұрын

    thnk u caltech n honourable professor for this noble work

  • @marcelinorguez
    @marcelinorguez7 жыл бұрын

    Great Professor! Congratulations!

  • @ChriNikoS
    @ChriNikoS11 жыл бұрын

    Very good lecture!!! He is also answering questions from the online audience!

  • @kameshsingh7867
    @kameshsingh7867 Жыл бұрын

    Thank you Prof. Yaser, very useful lecture. thanks for sharing

  • @cici_julja
    @cici_julja6 жыл бұрын

    I like his pronunciation. I'm even able to listen to him without subtitle.

  • @aamodkulkarni8489
    @aamodkulkarni84894 жыл бұрын

    This man is great! Hats off!

  • @walterjuskamaytadiaz3413
    @walterjuskamaytadiaz34133 жыл бұрын

    Excelente la introduccion al curso. Muy buen profesor.

  • @maurocezar3225
    @maurocezar32258 жыл бұрын

    Amazing lecture, thank you so much

  • @user-mv8ue2mn9g
    @user-mv8ue2mn9g9 жыл бұрын

    Very interesting and practical, a good start today!

  • @faezbhanji9592
    @faezbhanji95922 жыл бұрын

    Breathe of fresh air. Thank you sir

  • @johnk8174
    @johnk81746 жыл бұрын

    I finally got the book and I'm glad I did.

  • @lianszhao
    @lianszhao11 жыл бұрын

    Great course, in depth coverage, and wonderful presentation.

  • @mathisalwaysright4048
    @mathisalwaysright4048 Жыл бұрын

    Great video! I like the puzzle part (53:00) This is the reason why I don't like most IQ tests. They show you just 5 sometimes even unordered pictures and want you to choose the one which belongs to them. There are many solutions usually.

  • @ChainsawDNA
    @ChainsawDNA7 жыл бұрын

    What a great teacher!

  • @vvampastompa
    @vvampastompa11 жыл бұрын

    I love the professor's humor.

  • @tuke3541
    @tuke35414 жыл бұрын

    Man... They had a better teacher in 2012 than ive got in 2020

  • @pandiarajanpalanichamy5069
    @pandiarajanpalanichamy50696 жыл бұрын

    Great content and taught in an Excellent manner

  • @tomassandacz6903
    @tomassandacz69034 жыл бұрын

    This is simply SUPERB.

  • @makharsa12
    @makharsa125 жыл бұрын

    teaching with passion..

  • @Drigger95
    @Drigger9510 жыл бұрын

    My mind has been BLOWN

  • @lorddidger
    @lorddidger10 жыл бұрын

    27:40 - "trying to arrive at this happy solution". hahaha

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