Machine Learning: Making Sense of a Messy World


You ready to start right now? Oh yeah, yeah. Yeah, yeah. Thank you. [MUSIC] There have been a number of shifts in the way we think about computing over the past few decades. The terminology artificial intelligence has
come in and out of favor in the scientific community. Sometimes it’s called machine learning. We tend to call it machine intelligence
these days. I just call it intelligence. And sometimes it’s just the effort to build
machines that are better. So in the early days everything was built
on logic. Doing mathematical integration problems. Playing chess. But we realized that
what the real challenges were were the things that people can do every day. The real world is actually very messy.
Hard logical rules are not the way to solve really interesting real world problems. You have to have a system that will learn
to get the knowledge in. You can’t just program it all in. Artificial intelligence is an effort to build
machines that can learn from their environment, from mistakes and from people. And we’re still at the stage where we don’t
know what is the right path and the right breakthrough. So I mean there’s certainly a whole raft of
different approaches. One of the subfields we call pattern recognition. Artificial neural network. Reinforcement learning, for example. Statistical inference and probabilistic machine
learning. Supervised learning. Unsupervised learning.
And we’re not quite sure what technique is going to lead to better systems. And, in fact,
it’s probably not one technique for everything, it’s probably a bunch of different techniques
and combinations of those techniques. Any progress we make in building truly intelligent
systems is going to depend on progress in technology generally. And until recently, we didn’t have computers
that were fast enough or data sets that were big enough to do that. And so being able to take a particular problem
and spread it out over lots and lots of machines is a very important approach because it makes
our research faster. So there’s applications of artificial intelligence around us all the time. When it begins to work or it does work it’s
all of a sudden given another name. We’re all already using it and very comfortable
with it. Things that now we regard as routine
30 years ago would have been regarded as amazing examples of artificial intelligence. Antilock braking. Autopilot systems for planes. Search. Recommendations. Maps. To decide whether or not this particular email
is spam or not spam. The ability to translate one language to another
with your phone. Ten years ago if you tried to talk to your
computer or to your phone, you know, that would just be hopeless. We are seeing a steady torrent of
these tricks one after the other getting figured out right now. I think a lot of people that are close to the field have this do have that kind of breathless sense that
things are moving quickly. It’s a progressive thing. It’s about building
things that are slightly better slightly better, slightly better. Intelligence is really not going to be something that we ever succeed in defining in a succinct and singular way. It’s really this whole constellation of different capabilities that all kind of are beautifully orchestrated and working together. Predicting the long term future is very difficult. Nobody can really do it. And the bad thing to do is take whatever’s working best now and assume the future’s going to be like that forever. [MUSIC]

100 Comments

  1. itamar miron

    November 4, 2015 at 1:11 pm

    wouldnt this make the machine really racist? basing everything on stereotypes???

  2. Danny Alcaraz

    November 4, 2015 at 1:45 pm

    Ok google, Call mom

  3. Thuan Nguyen

    November 4, 2015 at 4:13 pm

    don't be evil…

  4. BBQ

    November 4, 2015 at 4:19 pm

    skynet confirmed

  5. DC9848

    November 4, 2015 at 5:05 pm

    This is good clip for John Oliver's past episode 2030 titled "How A.I. took over"

  6. OUHIA achraf

    November 4, 2015 at 9:42 pm

    i think the world is ganna go so far with google

  7. dragons

    November 4, 2015 at 9:42 pm

    Those who are fired from Tesla Motors and Google are going to Apple. Apple doesn't make innovations anymore so shut up with Apple crap already. We all know who leads this world's technology, don't we?

  8. g search

    November 5, 2015 at 7:12 am

    python ftw

  9. Shyan Haque

    November 5, 2015 at 2:45 pm

    anyone know the music they used in the background towards the end

  10. Toukan

    November 5, 2015 at 8:30 pm

    I'm just a high school student (Well, adult school more specifically since I learned at home before), and I have the intention to go to Cegep (college equivalent in Quebec) and then university.
    I love programming and I love finding and trying more and more complex algorithms, and I still am hesitant if I should go in the artificial intelligence field or not.. this video gave me chills, it makes me so happy to know Google is working on artificial intelligence and if I could, I would love to join them in this adventure.

  11. Harsh Kotak

    November 6, 2015 at 10:14 am

    You sure you are not making real life iRobot?

  12. Димитър Клатуров

    November 6, 2015 at 11:03 am

    i always wanted to work for a company that is trying to implement machine learning!

  13. Marvin Williams

    November 6, 2015 at 10:17 pm

    Google does deserve the respect they get

  14. Fabio Sava

    November 7, 2015 at 4:22 pm

    This video gave me chills!

  15. Rafael Batista Oliveira

    November 7, 2015 at 9:28 pm

    que bosta na língua do Brasil é melhor

  16. Kaseem Wedderburn

    November 8, 2015 at 5:17 am

    I hate it so much

  17. Benjamin Gottfridsson

    November 8, 2015 at 1:19 pm

    Having this appear in subscription feed not long after the Skynet Film Theory episode is quite weird

  18. gabi silva

    November 9, 2015 at 1:59 pm

    Google meu sonho e conhecer ai um dia seria um prazer se me convida sem iria agradecer muito

  19. Da Brofessionals

    November 9, 2015 at 5:12 pm

    but can it find the meaning of life though? 42 doesn't do it for me at this moment

  20. Doki Kos

    November 9, 2015 at 8:21 pm

    DOBRA igra hvala vam pa preplati

  21. LAHWFer

    November 11, 2015 at 11:35 am

    i am coming Google!

  22. Shobhit Gosain

    November 11, 2015 at 4:15 pm

    Why don't Google buy NASA and ISRO? 😀

  23. Sourav Jaiswal

    November 15, 2015 at 9:05 am

    its better to divert the trillions if dollar spend on defence each year world wide to these a.i companies atleast it can solve our problem better

  24. Oscar Cedres

    November 18, 2015 at 2:01 am

    Esto es todo en inglés

  25. Kynareth6

    November 18, 2015 at 1:38 pm

    I am sure Google employees work really hard to advance machine learning but personally I am disappointed with last 6 years of progress in consumer AI. We had Siri in 2009 (before Apple acquired it) and what we have now? A little better "intelligent" personal assistant.

  26. nedmano

    November 20, 2015 at 5:14 pm

    the best thing is to take the best thing knowing that the next wil be the next best thing

  27. nedmano

    November 20, 2015 at 5:15 pm

    i expect my quantum multi core computer in the next 5 years, i need it badly for my invention

  28. 江枫

    November 21, 2015 at 6:48 am

    what's that machine in the start of video, it seems like some kind of amazing analytical machine decades ago

  29. mohit kumar

    November 25, 2015 at 6:44 am

    1:51 what's the pattern here between orange and white chairs?

  30. Jpat Stingy Benji's

    November 25, 2015 at 1:51 pm

    A.I!!

  31. Jasher gamer

    November 27, 2015 at 2:11 pm

    Si. Shelssy. Ememusa gyxozgvdnhb

  32. Luminita Vasiliu

    November 28, 2015 at 11:28 pm

    Luminita e gravi problemi di salute, sociale finaciare, nu possa lavorare. perché sta a letto, nu cela pensione, nu cea, mangiare, nu cea medicine ,e condizioni grave, e vedeva cea 2figli nu cea casa in suo passe nu cea, niciun venit.

  33. Adan Araujo

    December 3, 2015 at 6:44 am

    Ex Machina is gonna come true

  34. darshanime

    December 3, 2015 at 5:26 pm

    Wow. Geoff Hinton, right there.

  35. Linus Hyper

    December 11, 2015 at 1:33 pm

    Awkward start for the video…

  36. Jake Reason

    December 12, 2015 at 7:26 am

    change the BGM to creepy music, and the video will still make sense.

    You've doomed us all, google!

  37. Mike Trieu

    December 23, 2015 at 8:48 am

    Blaise Aguera Y Arcas! I remember your work at Microsoft on Photosynth. Glad to see you branching out into other hard machine learning problems at Google now.

  38. DragoonGalaxy

    December 23, 2015 at 8:52 pm

    what do people think is going to be bigger, Machine Learning, Data Science or Cyber Security?

  39. Felipe Ampuero Salinas

    February 3, 2016 at 4:54 pm

    Un homenaje a Alan Turing en el fondo 🙂

  40. özge özçelik

    February 19, 2016 at 6:27 pm

    http://research.google.com/pubs/MachineIntelligence.html

  41. 3MAR_HD

    February 29, 2016 at 3:36 am

    Www.google.com

  42. SilentScope

    May 23, 2016 at 6:18 am

    The source of a messy world are humans. Would google's a.i. eventually decide it would be easier to stop organizing and starting removing?

  43. K Hansen

    May 31, 2016 at 3:26 pm

    I have the answer for you Hentai Learning, think about it, even if they tried to take over, it'd just be hentai!

  44. Jamie Gray

    June 3, 2016 at 5:00 pm

    this is beautiful.

  45. Martiniano Galloso Santos

    February 9, 2017 at 5:43 am

    corral detejas

  46. Akshat Jain

    March 7, 2017 at 11:10 am

    Seeing people working on cool things in Google, sometimes I feel I should leave everything and join Google.

  47. Pedro Ponzo

    March 31, 2017 at 8:39 pm

    The time has come… Google is gettind to the edge and I prefer to live in a world where the computers are still stupid, and I am smart.

  48. Guillermo Castellanos

    April 1, 2017 at 3:22 am

    Amazing!

  49. Adam Martin

    May 20, 2017 at 8:59 am

    Dear #Google, can you make politicians obsolete? I think that an AI which analyzes large datasets will be a much better representative of the people in democracy.

  50. Alfredo Daniel Matias

    June 11, 2017 at 7:21 pm

    dream!

  51. Sudo

    September 2, 2017 at 5:08 am

    For a second I thought that there was a tiny man sitting on a regular sized chair

  52. Mostafa Ali Mansour

    November 18, 2017 at 9:39 pm

    Some day …

  53. Fortune Finder

    January 14, 2018 at 1:09 pm

    They are just trying to make you think of something else than Google's AI stealing all of your personal information and selling it to the highest bidding company.

  54. Filipe Costa

    January 21, 2018 at 12:52 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  55. Filipe Costa

    January 21, 2018 at 12:52 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  56. Filipe Costa

    January 21, 2018 at 12:52 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  57. Filipe Costa

    January 21, 2018 at 12:52 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  58. Filipe Costa

    January 21, 2018 at 1:23 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  59. Filipe Costa

    January 21, 2018 at 1:23 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  60. Filipe Costa

    January 21, 2018 at 1:23 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  61. Filipe Costa

    January 21, 2018 at 1:24 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  62. Filipe Costa

    January 21, 2018 at 1:24 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  63. Filipe Costa

    January 21, 2018 at 1:26 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  64. Filipe Costa

    January 21, 2018 at 1:26 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  65. Filipe Costa

    January 21, 2018 at 1:26 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  66. Filipe Costa

    January 21, 2018 at 1:27 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  67. Filipe Costa

    January 21, 2018 at 1:27 pm

    Can machine learning help Guidance Counselor better develop their work and reach more student, creating a greater social impact?

    If so, can this technology be deployed around the world?

    Can it have a gamification concept for students to engage actively in there daily lifes?

    What type of data can be collected to help develop students, teachers and school councillors around the world?

    Who can produce this solution ?

  68. William Camp

    February 2, 2018 at 5:25 am

    can it teach Mr Costa not to post the same message 14x in a row

  69. Hai Wang

    April 11, 2018 at 8:38 am

    I'm ready for super intelligence!

  70. Dominik Lynton

    May 10, 2018 at 10:59 am

    2:38 – OMG that's amazing

  71. magicmarker90

    June 7, 2018 at 10:10 pm

    Long live dataism

  72. BedyebBah

    June 10, 2018 at 7:14 pm

    awesome

  73. Mister Slovenia

    July 8, 2018 at 11:59 pm

    How is this field going to develop?

  74. Feyzi Dasdemir

    September 24, 2018 at 4:28 am

    Dasdemir

  75. JUDE AMEH MOSES

    December 30, 2018 at 4:17 am

    This is a great thing that I have never seen, It so wonderful

  76. Tru Dis

    February 3, 2019 at 6:16 pm

    Dude on the blue chair sounds like Tom Hanks

  77. Judy Stalls

    February 6, 2019 at 5:21 pm

    As I hear this it is more interesting.

  78. Tyler Barker

    February 7, 2019 at 10:47 pm

    "Normally if im writing about that means ive already done, its set" (it is set ) TGB the way i mean it

  79. Jemar De Shun Blount

    February 23, 2019 at 10:00 pm

    Okay, google?! "Engineering…" or "Creating…'?

  80. mundo garza

    February 27, 2019 at 2:18 am

    Película de Antonio Aguilar

  81. Jesulami zaccheaus Ireyimika

    June 1, 2019 at 7:04 pm

    Google industry, Weldon, you've really try, please trying the more to enlighten us, thanks

  82. Joseph Stokes

    June 8, 2019 at 5:18 am

    Excellent! Thanks for the video, old boy/girl!! LOL Best of luck!

  83. Flame Rider

    June 25, 2019 at 6:38 pm

    My reply's to comments are being filtered and banned. You leftist pigs are going to lose this war against free speech. You fail to see what's coming for you and it's not the government. Google will go down.

  84. Michelle Kirby clare

    June 28, 2019 at 2:48 pm

    Destroying lives one click at a time technology has always been there get your head out of a phone.explore our world by foot in reality i say not a phone . they have created a world to depend on the phone .Our society has become very selfish due to technological advancement breaking down the human condition which doesnt care how you are destroyed which is very sad.thats the world we live in .God help us all . THE (BIBLE) NEVER CHANGES OR LIES A WRITTEN PROMISE FOR ALL MANKIND.there are cures for everything but Jesus is the only one that secures us through the soul of everlasting life hes not failed me so far .john 3 :16 For God so loved the world that he gave his only begotten son that whosoever believes in him should not parish but have EVERLASTING life.you dont have to be perfect to come to him im not perfect.

  85. Michelle Kirby clare

    June 28, 2019 at 3:08 pm

    Every thing is rycyleable except ours SOULS. THERE IS NO GREEN PLANET! ITS ALL BLUE WITH CLOUDS SURROUNDING IT . WAKE UP. WRITTEN BY MICHELLE LEANNE KIRBY CLARE.

  86. Michelle Kirby clare

    June 28, 2019 at 3:13 pm

    Make time go see everyone you love and care about within your physical control i say Love With All your SOUL. IF ITS MENT TO BE IT WILL BE GOD SAYS SO TO MY HEART. FOLLOW YOUR HEART THATS YOUR TRUE SOUL .

  87. Michelle Kirby clare

    June 28, 2019 at 3:14 pm

    Not technology its a fake 🌎.

  88. Michelle Kirby clare

    June 28, 2019 at 3:16 pm

    All humans forgive me for being human. #1 love 💗

  89. Ramona Self

    August 14, 2019 at 4:01 am

    I smnsx k+9 i do not want you to inroll me on any. .

  90. Ashat Kazakhstan

    August 18, 2019 at 11:33 am

    Www.google.com

  91. Michael O'Rourke

    August 19, 2019 at 3:19 pm

    1984, will you let it in?

  92. Young Boy

    August 27, 2019 at 10:32 am

    Can you help or repair the phone..? Please tell me

  93. Joshua Bailey

    September 4, 2019 at 8:39 pm

    stubborn is an older learning. Start asking children to time simple question.Computers answer ..?children may need curiosity garblEd truthful filter%time

  94. Pixanh04 Nguyễn

    September 7, 2019 at 1:54 am

    hay

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