Andrew Ng: Opportunities in AI - 2023

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  • เผยแพร่เมื่อ 8 พ.ค. 2024
  • This discussion took place on July 26, 2023, at Cemex Auditorium, Stanford University, and was hosted by the Stanford Graduate School of Business.
    This talk covers:
    Trends in AI Technologies and Tools
    Supervised Learning
    Generative AI
    The Adoption of AI
    Opportunities in AI
    Process for Building Startups
    AI Risks and Social Impact
    Explore the essentials of machine learning and develop practical skills to implement AI applications in this beginner-friendly program:
    www.coursera.org/specializati...

ความคิดเห็น • 588

  • @user-wh9tq1qe5u
    @user-wh9tq1qe5u 5 หลายเดือนก่อน +179

    It is so COOL that I can watch a Stanford University presentation while eating a bag of chips in my living room. What a time to be alive.

    • @adnanshahid1101
      @adnanshahid1101 2 หลายเดือนก่อน +3

      While watching I was wondering how tough it would have been for people during 3rd industrial revolution to get such kind of information make themselves aware and prepare for the future.

    • @rbmadgunner
      @rbmadgunner 2 หลายเดือนก่อน +1

      Welcome to the future my friend.

    • @kamilziemian995
      @kamilziemian995 หลายเดือนก่อน

      Indeed.

    • @fantastic6295
      @fantastic6295 หลายเดือนก่อน +1

      I am having a sitz bath and watching this lol. Yeah what a time to be alive

    • @fengxiw3731
      @fengxiw3731 หลายเดือนก่อน

      me too, bro

  • @jacopoalberto
    @jacopoalberto 6 หลายเดือนก่อน +191

    Andrew Ng is a hero, he's the reason why I started studying ML. I love his humble and clear teaching style. He makes any topic seem understandable.

    • @lukmanalghdamsi3189
      @lukmanalghdamsi3189 6 หลายเดือนก่อน +4

      a good teacher

    • @rocketPower047
      @rocketPower047 4 หลายเดือนก่อน +1

      his Coursera courses are awesome

    • @huutoan1
      @huutoan1 3 หลายเดือนก่อน

      agree, agree, agree. He never tries to push tons of words into your brain, just what really needs

    • @trawsoza2926
      @trawsoza2926 3 หลายเดือนก่อน

      He's definitely not a hero he's nefarious but he is a good teacher

    • @rocketPower047
      @rocketPower047 3 หลายเดือนก่อน

      @@trawsoza2926 why

  • @t0el
    @t0el 8 หลายเดือนก่อน +116

    "AI is the new electricity" the best quote of the century! Great Prof. Andrew Ng

    • @karnaghose4784
      @karnaghose4784 8 หลายเดือนก่อน +7

      Also, "Data is the new oil"

  • @cse03raghuveerawankar31
    @cse03raghuveerawankar31 8 หลายเดือนก่อน +1041

    This man is the reason I fell in love with complex topics like Artificial Neural Networks in AI. He is hero for all AI lovers.

    • @MB-hz7wm
      @MB-hz7wm 8 หลายเดือนก่อน +6

      ✨Laurence Moroney and Andrew Ng✨

    • @my411mx
      @my411mx 8 หลายเดือนก่อน +3

      Yeah

    • @arijitgoswami3652
      @arijitgoswami3652 8 หลายเดือนก่อน +4

      Couldn't agree more!

    • @arifulislamleeton
      @arifulislamleeton 8 หลายเดือนก่อน +5

      Thank you so much

    • @Hurtchie
      @Hurtchie 8 หลายเดือนก่อน +7

      did you find a job in AI?

  • @armijinyawa
    @armijinyawa 8 หลายเดือนก่อน +33

    A sign of supreme intelligence is the ability to discuss complex in very simple terms and this guys does it (apparently) so effortlessly. Brilliant and insightful lecture - I have been ruminating on the “scale” problem for many years but thought it is just because I’m not a computer scientist and didn’t really understand. His views about domain expertise totally resonated with me. Thank you.

  • @csjoy4682
    @csjoy4682 8 หลายเดือนก่อน

    Thank you Prof. Andrew Ng

  • @longship44
    @longship44 8 หลายเดือนก่อน +112

    Andrew Ng is awesome on multiple levels. I'm always a bit smarter each time I listen to him.

  • @stasgurevich7786
    @stasgurevich7786 8 หลายเดือนก่อน +18

    Thank you for the insights and inspiration, Mr. Ng. Thank you for the Coursera course which was a true eye opener to the power of AI for me. What a talented, humble and ethical person!

  • @ashmohd6064
    @ashmohd6064 8 หลายเดือนก่อน +2

    Thank you so much, Andrew Ng!

  • @__________________________6910
    @__________________________6910 8 หลายเดือนก่อน +2

    I always love to watch Andrew Ng videos.

  • @ZeryusXD
    @ZeryusXD 8 หลายเดือนก่อน +29

    Very concise and well laid out presentation. Any beginner who wants to take their first step into AI will benefit from this

  • @Geovea-Travel
    @Geovea-Travel 8 หลายเดือนก่อน +11

    Andrew, thanks so much for discussing AI in such and easy way to understand. My team has been working on similar ways to bring inspiration to travel over the last 4 months. You are spot on. Thanks and look forward hearing more - Kirk

  • @pyakuman
    @pyakuman 2 หลายเดือนก่อน

    Thank you for imparting your knowledge Andrew! Thanks Stanford Online for uploading the content too.

  • @Abdien
    @Abdien 7 หลายเดือนก่อน +2

    Happy to be one of your online students, big impact on many peoples life you are creating!

  • @lenhho8199
    @lenhho8199 7 หลายเดือนก่อน +3

    Very thoughtful talk and easy to follow, love it

  • @ravibatta4402
    @ravibatta4402 6 หลายเดือนก่อน +1

    His stand on ethical grounds and serving humanity with technology is what makes him a great person.

  • @luieklimmer
    @luieklimmer 7 หลายเดือนก่อน +3

    It would have been interesting to have the Q/A included. Great talk.

  • @Pavel.Fomitchov
    @Pavel.Fomitchov 8 หลายเดือนก่อน

    Excellent presentation! I'm glad that I found it.

  • @budmonk2819
    @budmonk2819 6 หลายเดือนก่อน

    Watched it non stop. A great teacher who can explain a very complex topic in a very simple way.

  • @Appsorwebs
    @Appsorwebs 8 หลายเดือนก่อน +4

    My Super hero and AI hero, thanks so much for all your wonderful courses, documents, etc!

  • @authorizedunknown6647
    @authorizedunknown6647 8 หลายเดือนก่อน +5

    Truly an inspiration and reason to love learning AI

  • @rishikakade6351
    @rishikakade6351 8 หลายเดือนก่อน +3

    Excellent talk. Thanks!

  • @kahisawheel
    @kahisawheel 8 หลายเดือนก่อน +3

    Andrew Ng is awesome. Love him.

  • @singhdpy
    @singhdpy 5 หลายเดือนก่อน

    I consider it a significant accomplishment and a matter of great pride to have had the opportunity to study and learn from Professor Andrew Ng, thanks to Stanford University.

  • @peronsh
    @peronsh 7 หลายเดือนก่อน +1

    Andrew always delivers such interesting views. Everything I've encountered that he speaks about or does is simply great.

  • @NileshHanotia-le6lm
    @NileshHanotia-le6lm 8 หลายเดือนก่อน +3

    Andrew is really a source of inspiration. Thankyou

  • @ecuchetti
    @ecuchetti 6 หลายเดือนก่อน +1

    Absolutely fascinating talk, Andrew!
    Your vision of "Data Centric AI" and the gradual, responsible development of AI technology is a powerful reminder of AI's potential to be a force for good. It's inspiring to think of AI not as a threat, but as a tool that can help us tackle some of the most pressing challenges of our times.

  • @leksandradubovik6291
    @leksandradubovik6291 2 หลายเดือนก่อน +1

    such a bright and humane person… enjoyed every minute of his talk

  • @bhumikakhamitkar6132
    @bhumikakhamitkar6132 8 หลายเดือนก่อน +6

    Thank you for sharing your knowledge to everyone 🎉

  • @Mrgohar111
    @Mrgohar111 หลายเดือนก่อน

    I am loving to see that how calm and Serene this guy is while giving a concept.

  • @Alberto_Cavalcante
    @Alberto_Cavalcante 8 หลายเดือนก่อน +2

    Thanks for sharing!

  • @owaisgul
    @owaisgul 7 หลายเดือนก่อน +1

    Wonderfull lecture by andrew, 20 mins i am into video. I don't fill boring or obsessed. Learned alot, begginers friendly lecture delievered in a excellent way.

  • @Yahooforreal124
    @Yahooforreal124 7 หลายเดือนก่อน

    Love his soothing voice and simple, but not simplistic explanations.

  • @clifferttreven7376
    @clifferttreven7376 6 หลายเดือนก่อน

    This is a valid layer of how AI growth across sectors corresponds with each other! Andrew is a legend!

  • @RichardOlowalu
    @RichardOlowalu หลายเดือนก่อน

    Thank you Andrew and Stanford

  • @isalutfi
    @isalutfi 8 หลายเดือนก่อน +2

    Thank you for sharing 💙

  • @harekrsnarao3419
    @harekrsnarao3419 8 หลายเดือนก่อน

    Thank you very much Andrew!

  • @prabhavkaula9697
    @prabhavkaula9697 8 หลายเดือนก่อน +3

    Great talk, Andrew is the goat 🐐

  • @sbhusi
    @sbhusi 5 วันที่ผ่านมา

    Andrew NG is best educator and how he shares is ideas/thoughts in such a simple way that anyone can just understand

  • @lien-chinwei4815
    @lien-chinwei4815 8 หลายเดือนก่อน +11

    Thank you for sharing Dr. Andrew Ng's speaking. I took his AI and data-science classes, and they are with top-notch contents. Amazing

  • @Lillie-Elkins
    @Lillie-Elkins 2 หลายเดือนก่อน +2

    We need more people like Andrew Ng in this world, very inspiring and helpful.

  • @karenchen8004
    @karenchen8004 8 หลายเดือนก่อน +1

    Very valuable speech! Thank you very much.

  • @jchan3333
    @jchan3333 7 หลายเดือนก่อน

    Thank you, Andrew! Very inspiring!

  • @skymakeryo
    @skymakeryo 7 หลายเดือนก่อน +1

    Excellent presentation and speech!

  • @NelsLindahl
    @NelsLindahl 8 หลายเดือนก่อน +6

    Thank you for sharing this one! I enjoyed your discussion of when to build and how to consider the idea.

  • @AlexKashie
    @AlexKashie 7 หลายเดือนก่อน +1

    So grateful for this… Thank you so much Dr Andrew NG and Stanford University

  • @bayesian7404
    @bayesian7404 7 หลายเดือนก่อน +1

    Brilliant thinker and very personable. Great talk.

  • @mohamedhatem325
    @mohamedhatem325 8 หลายเดือนก่อน +1

    thank you Andrew for these insights.

  • @user-tx2lk4ue5b
    @user-tx2lk4ue5b 8 หลายเดือนก่อน +3

    Andrew Ng is Great ! and more to come ! It has been a highly informative and envisioning Presentation I have ever heard ! Thank you Stanford for making it accessible to everyone across the Globe. 🙏

  • @jayantmurty
    @jayantmurty 5 หลายเดือนก่อน

    It takes a brilliant mind like Andrew to make complex things relatable and understandable for most people

  • @tak68tak
    @tak68tak 8 หลายเดือนก่อน

    he changed my life. thank you so much!

  • @ChavaDoboj
    @ChavaDoboj 8 หลายเดือนก่อน

    Andrew Ng is hero of AI!

  • @shashiagrawal7010
    @shashiagrawal7010 8 หลายเดือนก่อน

    Andrew Sir You are great !

  • @10NightLord
    @10NightLord 8 หลายเดือนก่อน +13

    Amazing talk and insights, Dr. Andrew! I'm totally on board with the exciting future of the TI sector. However, I respectfully disagree about it taking decades. I believe AGI could emerge in just a few short years. Can't wait to see how things unfold with models such as Gemini! 🚀🤖

  • @NewmanHamelet
    @NewmanHamelet 8 หลายเดือนก่อน

    Absolutely Great Content..

  • @VirgilioSolano
    @VirgilioSolano 3 หลายเดือนก่อน

    Thks for published. 🙏 Amazing class.

  • @trade-lion
    @trade-lion 8 หลายเดือนก่อน +1

    thanks for spreading so valuable thoughts

  • @muneebakram9647
    @muneebakram9647 8 หลายเดือนก่อน +2

    Wonderful presentation. Thank you Andrew Ng, thank you Stanford.

  • @kevins9243
    @kevins9243 6 หลายเดือนก่อน

    I can listen to him talk all day.

  • @itsdavidmora
    @itsdavidmora 8 หลายเดือนก่อน +77

    As a computer scientist (with a degree from Stanford, actually), I can confirm this is an impressively lucid summary of the complex developments in AI over the last few decades. He skips over a lot of details (breakthrough architectures, hardware advances, arguments around how to test AI, ethical dilemmas behind training data sources, etc), but he still manages to trace the high-level contours that really matter.
    I'd add though: the single biggest opportunity in AI is to think more critically about how to use it in ways that uplift our communiites, rather than to do things like exploit the psychology of children to sell ads. This is something that requires all of us.

    • @sreeharsharaveendra289
      @sreeharsharaveendra289 6 หลายเดือนก่อน +5

      Another AI opportunity, to use AI to combat exploitative use cases. Fight bad AI with good AI haha.

    • @jamesdalton7865
      @jamesdalton7865 4 หลายเดือนก่อน +1

      Wonderfully put! The benefits of AI should be shared with all of humanity.

  • @realcrazythomas
    @realcrazythomas 8 หลายเดือนก่อน

    Thank you very much for doing this!

  • @konradszwed3659
    @konradszwed3659 3 หลายเดือนก่อน +1

    Excellent presentation. Kudos!

  • @ReeceGao
    @ReeceGao 7 หลายเดือนก่อน +1

    The idea of generative AI with long tail business is very impressive. Thank you, Andrew.

  • @KarimMarbouh
    @KarimMarbouh 7 หลายเดือนก่อน +1

    Andrew is one of goats in AI, thank you for your dedication and hard work

  • @MrRichardgmail
    @MrRichardgmail 8 หลายเดือนก่อน +3

    I took some Coursera´s courses and Mr A. NG was the instructor, He has a great way for teaching

  • @smithcodes1243
    @smithcodes1243 7 หลายเดือนก่อน

    Love Andrew!

  • @AzharKhan-cy5kt
    @AzharKhan-cy5kt 8 หลายเดือนก่อน +16

    This dude deserves noble prize

  • @for-ever-22
    @for-ever-22 8 หลายเดือนก่อน +371

    His contributions to AI and making learning accessible to all will never be overlooked. He has earned his name on the AI Hall of fame. Sir, thank you for your selflessness ! I sign for a pause in training of large AI models but I still trust your judgment.

    • @jackynft16
      @jackynft16 8 หลายเดือนก่อน +1

      0:39

    • @jackynft16
      @jackynft16 8 หลายเดือนก่อน +2

      2:22 3:07 3:15

    • @jackynft16
      @jackynft16 8 หลายเดือนก่อน +1

      4:31

    • @evanshlom1
      @evanshlom1 8 หลายเดือนก่อน +1

      True but has he made anything significant that has an actual application? Teaching and incubating aside

    • @VivekYadav-ds8oz
      @VivekYadav-ds8oz 8 หลายเดือนก่อน +5

      @@evanshlom1 Coursera, for example. Probably a lot in research but that's just a conjecture. And I'd argue teaching and incubating are very good actual applications. If he had built a business that helps incubate, you wouldn't have said that.

  • @pavellegkodymov4295
    @pavellegkodymov4295 7 หลายเดือนก่อน +1

    Great video, thanks for sharing!

  • @Malek-bh9ug
    @Malek-bh9ug 8 หลายเดือนก่อน +11

    Andrew Ng Truly an awesome inspiration thank you for everything ❤🎉

  • @alwaysyouramanda
    @alwaysyouramanda 7 หลายเดือนก่อน +1

    I struggled most with textures in my 3D art. Now I can just prompt whatever I need! It’d amazing!! I’m so much more productive when I don’t have to worry about painting/drawing every detail!!!!

  • @aipristine
    @aipristine 7 หลายเดือนก่อน +1

    Fantastic content, definitely worth 30min of your life to watch!

  • @johnorajiaka3721
    @johnorajiaka3721 8 หลายเดือนก่อน +3

    Excellent presentation. I gained 10x knowledge on AI watching this. Thanks Andrew

  • @khengwahkoh1137
    @khengwahkoh1137 7 หลายเดือนก่อน +1

    Andrew Ng has excellent ability to explain complex AI topics in concise and layman terms!

  • @fabriciot4166
    @fabriciot4166 8 หลายเดือนก่อน +8

    It is a pleasure and a relief to have people like that, with so much experience and achievements without losing a bit of humility and responsibility. I think he is and will always be, at least for me, one of the best references in this and many other fields, we are really lucky that we have people of that level. A big hug

  • @marchammermann9124
    @marchammermann9124 4 หลายเดือนก่อน

    Really the first realistic overview I've seen in the echo chambers of TH-cam, especially at the end. Thanks for that!!! In my opinion, the biggest problem is the use of all our collected data by the internet giants for commercial purposes. Because they now own the hardware layer, the API layer and the data sets to train the AI. That's a big difference from the past, when it was much harder to achieve a concentration even in one sector.

  • @maydin34
    @maydin34 8 หลายเดือนก่อน +3

    Very informative speech! And I must admit that I envied the start up that found a chance to work with him. Geography matters...

  • @TheAlgorithmicArtist69
    @TheAlgorithmicArtist69 7 หลายเดือนก่อน +2

    Very inspiring and helpful ❤

  • @SteveRowe
    @SteveRowe 8 หลายเดือนก่อน

    ❤ Andrew Ng ❤

  • @getabegaz
    @getabegaz 8 หลายเดือนก่อน +3

    Thanks Andrew. AI should be seen as gen purpose tech is an eye opening point to generate ideas

  • @alyssalin6401
    @alyssalin6401 28 วันที่ผ่านมา

    This is the master who can describe difficult things so easily understandable!

  • @tjerja
    @tjerja 7 หลายเดือนก่อน

    Very informative and insightful. A pleasure to watch / and easy to digest. - And now... onto my next AI training ;) 😃👍

  • @BooleanDisorder
    @BooleanDisorder 3 หลายเดือนก่อน

    His voice is SO calming. ❤

  • @mikaellelouch9821
    @mikaellelouch9821 8 หลายเดือนก่อน

    Great content to explain What's AI and Amazing speaker !. I'm love of Andrew NG ;)

  • @krimdelko
    @krimdelko 8 หลายเดือนก่อน

    Andrew is democratizing access to company building. Great purpose.

  • @walterjrobinson
    @walterjrobinson 7 หลายเดือนก่อน +1

    Andrew Ng makes AI accessible, understandable, and relevant for people ... this knowledge and his teaching is a gift that he shares with humanity.

  • @classicemmaeasy2292
    @classicemmaeasy2292 8 หลายเดือนก่อน +2

    His ways of explanation are top notch❤💯

  • @landsky432
    @landsky432 8 หลายเดือนก่อน +3

    what a great lecture

  • @lemz207
    @lemz207 3 หลายเดือนก่อน

    love this guy. what a goat. thanks for everything you do Andrew 💪

  • @vanessaaugsbach6541
    @vanessaaugsbach6541 7 หลายเดือนก่อน +5

    Such a pleasure listening to your amazing brilliance your calming demeanor and charisma in explaining AI
    Thank you for your
    precious precious time We truly appreciate you

  • @MN-iu9pd
    @MN-iu9pd 8 หลายเดือนก่อน

    Thank you ❤️

  • @BestURLShortenerBioPageQRCode
    @BestURLShortenerBioPageQRCode 8 หลายเดือนก่อน +3

    Really really awesome video. Thank you for sharing this much of information.👍👍

  • @KdiazY
    @KdiazY 5 หลายเดือนก่อน

    Clear and solid explaination that clear my doubts about AI risk.. thanks doctor 👍🙏🏻

  • @huaweihonor7714
    @huaweihonor7714 4 หลายเดือนก่อน +1

    clear concepts. Thanx for sharing

  • @hajhouj
    @hajhouj 8 หลายเดือนก่อน +15

    Thank you so much, Andrew Ng! Back when I was learning about data science, the courses seemed really complex. Your courses made those complexities simple to understand, and they helped me succeed in my machine learning and deep learning modules.

    • @shubhamchaurasia3640
      @shubhamchaurasia3640 8 หลายเดือนก่อน

      Can you please share the road map for the machine learning?

  • @90schilllofi
    @90schilllofi 7 หลายเดือนก่อน +10

    If you happen to read this keep going... You have the strength to overcome any obstacle. Celebrate your victories, no matter how small, and be kind to yourself. Your journey will lead you to a brighter tomorrow! 🦋🦋🦋

  • @rahmatsyahf
    @rahmatsyahf 8 หลายเดือนก่อน +197

    🎯 Key Takeaways for quick navigation:
    00:00 🤖 Dr. Andrew Ng discusses opportunities in AI as a general-purpose technology.
    01:26 🧠 AI comprises various tools, with supervised learning and generative AI being the most important.
    02:09 💡 Supervised learning excels at labeling and mapping tasks in various applications, such as spam detection, online advertising, self-driving cars, and automated visual inspection.
    05:50 🔥 Generative AI, like GPT-3, generates text based on supervised learning principles by predicting the next word in a sequence.
    08:06 🚀 Low-code and no-code AI tools are making it easier for developers to create customized AI applications rapidly.
    11:47 💰 Current AI value is concentrated in consumer software and the internet, but there is vast untapped potential in other industries.
    15:57 🛠️ The emergence of low-code and no-code AI tools is enabling AI adoption in diverse industries and use cases.
    20:47 🌐 Dr. Ng started AI Fund, an incubator, to explore diverse AI opportunities by creating startups.
    22:12 💻 Opportunities in the AI stack include hardware, infrastructure, developer tools, and applications, with application layer success being crucial for the ecosystem.
    23:36 🤖 Andrew Ng discusses Armor.ai, an AI-powered platform for romantic relationship coaching, highlighting the unique opportunities at the application layer where AI and relationships expertise intersect.
    25:28 🚢 Bearing AI is an example of using AI to make ships more fuel-efficient, demonstrating the process of validating startup ideas and bringing in a CEO from the beginning for efficiency.
    28:33 🌐 Andrew Ng emphasizes focusing on one's "swim lane," specializing in AI while collaborating with subject matter experts to explore exciting new opportunities in various domains.
    30:36 🧠 Engaging with concrete AI ideas efficiently validates or falsifies them and provides clear execution direction, making collaboration with subject matter experts more effective.
    32:00 🌍 Andrew Ng addresses the responsibility of ensuring AI projects benefit humanity ethically, acknowledging challenges like bias and the potential job disruptions.
    33:52 🤖 Artificial General Intelligence (AGI) is still decades away, and concerns about AI causing human extinction are overblown; gradual development allows for oversight and safety measures.
    35:40 🌏 AI, as part of the solution, can help address real extinction risks to humanity, such as pandemics and climate change, rather than being a significant threat itself.
    Made with HARPA AI

    • @cupotko
      @cupotko 8 หลายเดือนก่อน +3

      Super! Which type of "youtube summary" command did you use, longer or shorter?

    • @anirudh247
      @anirudh247 8 หลายเดือนก่อน

      The timestamps seem to be wrong.

    • @j10001
      @j10001 8 หลายเดือนก่อน

      AI Fund is a _studio,_ not an _incubator._ Very different things.

    • @darksector1389
      @darksector1389 6 หลายเดือนก่อน +2

      HARPA needs to be fined tuned. Also unfortunately this won't work too well with visual representations and tables shown on the video.

    • @gautambatwar7231
      @gautambatwar7231 6 หลายเดือนก่อน

      Thanks

  • @eddisonlewis8099
    @eddisonlewis8099 7 หลายเดือนก่อน +2

    This lecture can only be described as awesome in practicality as with the real time application of artificial intelligence.

  • @mrboyban
    @mrboyban 5 หลายเดือนก่อน

    Dr Andrew is at the top of the game.

  • @MalamIbnMalam
    @MalamIbnMalam 8 หลายเดือนก่อน +4

    Dr. Andrew Ng is amazing! I wish I could get his autograph.