Geoffrey Hinton: The Foundations of Deep Learning

Ғылым және технология

Godfather of artificial intelligence Geoffrey Hinton gives an overview of the foundations of deep learning. In this talk, Hinton breaks down the advances of neural networks, as applied to speech and object recognition, image segmentation and reading or generating natural written language.
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Пікірлер: 110

  • @blek1987
    @blek19875 ай бұрын

    What a luxury to be able to watch this on-demand, from anywhere, and for free!

  • @atifadib
    @atifadib3 жыл бұрын

    Man he has a great sense of humour

  • @kuldeepsingh876

    @kuldeepsingh876

    Жыл бұрын

    and has the clarity at the same time.

  • @dripcode2600
    @dripcode2600 Жыл бұрын

    Always been fascinated with computer neural networks. Exciting times!

  • @Alp09111
    @Alp091115 жыл бұрын

    loved this, thank you!

  • @ElevateTechCA

    @ElevateTechCA

    4 жыл бұрын

    No, thank YOU for checking us out!

  • @kentrader2489
    @kentrader24894 жыл бұрын

    This was a great presentation

  • @ElevateTechCA

    @ElevateTechCA

    4 жыл бұрын

    Glad you enjoyed it!

  • @powertester5596
    @powertester5596 Жыл бұрын

    This is extraordinary!

  • @neerajsingh-xf3rp
    @neerajsingh-xf3rp Жыл бұрын

    deeply insightful

  • @shivakumarcd
    @shivakumarcd6 жыл бұрын

    "so if you're obsessed with only being one correct answer and you're being able to prove you get it, backpropagation is not for you nor is LIFE"

  • @loopuleasa

    @loopuleasa

    6 жыл бұрын

    classic Geoffrey

  • @wishall007

    @wishall007

    5 жыл бұрын

    He hasn't lost the British sarcasm

  • @shubhampandey1997shreeg

    @shubhampandey1997shreeg

    4 жыл бұрын

    Actually by that line prof Hinton refers to the time when no one believed in his line and work of research and that decade taught him a great deal of patience until the technology reached a certain level to cope up with his knowledge.

  • @shivscd

    @shivscd

    3 жыл бұрын

    @Ernest Alonzo WOW.. Do you think people who watch these video fall for you?

  • @RyckmanApps

    @RyckmanApps

    Жыл бұрын

    That was the best of his one-liners and zingers.

  • @MrMehrd
    @MrMehrd6 ай бұрын

    13:13 this photo of rnn is most best photo I’ve ever seen about rnns

  • @dannyiskandar
    @dannyiskandar5 жыл бұрын

    amazing ..thank you

  • @xiaochengjin6478
    @xiaochengjin64785 жыл бұрын

    watching such an amazing video at 5 am

  • @bensonmwaura9494
    @bensonmwaura94945 жыл бұрын

    A tensor for paradigm shifts.

  • @jmf3210
    @jmf3210 Жыл бұрын

    Cool it with the 1960's slide presentation....definitely needs a producer..

  • @mohammedalmukhtar5428
    @mohammedalmukhtar54285 жыл бұрын

    He is a Genius..Period.

  • @holmerlike8395

    @holmerlike8395

    2 жыл бұрын

    AND, you must be a complete moron for believing such ! Or perhaps simply, just riding the gravy train... Keep it go'in Buddy !

  • @kuldeepsingh876
    @kuldeepsingh876 Жыл бұрын

    Geoffrey Hinton sir has the super clarity about his thoughts. I love it. He does not beat around the bush.

  • @madamedellaporte4214

    @madamedellaporte4214

    11 ай бұрын

    He should be put through court for paying with the future of humanity. Of us all so he can make a big stash of money and we see our children have no future ..That is what happens with mad scientists who let their vanity take hold of them.

  • @j.wilmararcila4150
    @j.wilmararcila4150 Жыл бұрын

    Gracias doc, que LINDO Mundo en El que sumerced SE mueve !

  • @cowardmildredj.7250
    @cowardmildredj.72504 жыл бұрын

    loved this, thank you!

  • @Free_Ya_Mind
    @Free_Ya_Mind9 ай бұрын

    In the nutshell, Artificial Neural Network is just a parametric composite function trained using the chain rule of derivative.

  • @Sp8e
    @Sp8e Жыл бұрын

    I like this guy.

  • @nguyenngocly1484
    @nguyenngocly14843 жыл бұрын

    You can make inside-out neural networks with fixed weighted sums (dot products) and adjustable (parametric) activation functions. Rather than the other way around. Then you are free to use high speed fast transforms for the fixed dot products.

  • @klausunscharferelation6805
    @klausunscharferelation680511 ай бұрын

    about the singularity As Ray Kurzweil says When the whole universe becomes a computer, What does it calculate? Even though the purpose for calculating has already disappeared?

  • @paulmitchell5349
    @paulmitchell53495 жыл бұрын

    Knowledge is accessible data.Intelligence is ability to infer.

  • @Bmens71

    @Bmens71

    4 жыл бұрын

    paul mitchell like this quote

  • @mangoldm
    @mangoldm Жыл бұрын

    Are hidden Markov models as relevant as Ray Kurzweil suggested?

  • @TheCriticsAreRaving
    @TheCriticsAreRaving4 жыл бұрын

    17:16 Hinton flips off the audience

  • @bingeltube
    @bingeltube6 жыл бұрын

    Recommendable

  • @zakali92
    @zakali925 жыл бұрын

    Absolutely fascinating for a dummy like me

  • @HerrWortel
    @HerrWortel3 жыл бұрын

    Hinton is giving us the finger at 17:15 xD

  • @Gabcikovo
    @Gabcikovo Жыл бұрын

    9:37 💜

  • @Gabcikovo

    @Gabcikovo

    Жыл бұрын

    9:47 :D

  • @obsiyoutube4828
    @obsiyoutube48284 жыл бұрын

    smart!long life

  • @janaenae1338
    @janaenae1338 Жыл бұрын

    I really love you!!!❤

  • @loopuleasa

    @loopuleasa

    Жыл бұрын

    this guy was waaaay ahead of his time he casually defined what a thought is, and this thought never left my head 5 years ago

  • @TheHamoodz
    @TheHamoodz5 жыл бұрын

    How can someone be intelligent enough to invent neural networks and entertaining enough to give a presentation like that. Its almost unfair lol.

  • @ArtOfTheProblem

    @ArtOfTheProblem

    5 жыл бұрын

    and you forgot how clearly he explained the 'key concepts' there is maybe 300 pages of a typical book on the subject compressed into about 20 phrases in this talk.

  • @shubhamp.4155

    @shubhamp.4155

    5 жыл бұрын

    He did not invent neural networks

  • @prashanthadepu3013

    @prashanthadepu3013

    4 жыл бұрын

    @@shubhamp.4155 but he brought to life many of them and redesigned completly

  • @mateuszanuszewski69

    @mateuszanuszewski69

    4 жыл бұрын

    It is just math, and nothing else. So if one understands math at academic level can easly learn how neural networks will work and how to manipulate notations on them to get different types. And i am not talking about "oh learn Neural networks in 5 minutes" and people show you how to program a model in tensorflow.

  • @PaulScotti
    @PaulScotti2 жыл бұрын

    Could someone clarify? He explained that backprop is better than "mutation" because backprop is parallelized vs. serialized -- but his explanation doesnt convey why backprop is achievable in parallel?

  • @brendawilliams8062

    @brendawilliams8062

    Жыл бұрын

    Maybe if you have a neg. and a positive direction then you’d be best covering the known ground. I don’t know either.

  • @panda5088

    @panda5088

    11 ай бұрын

    Because of the way the vector math works, you can calculate the difference in the result that a change to any one weight or bias would cause. Therefore you can adjust the result by manipulating multiple weights or biases at the same time. Here's a pretty good video explaining back prop more in-depth: kzread.info/dash/bejne/e6CblcmAldq3Zbg.html

  • @Gabcikovo
    @Gabcikovo Жыл бұрын

    11:27 Tomáš Mikolov just smiled :))

  • @Gabcikovo

    @Gabcikovo

    Жыл бұрын

    17:16 :D

  • @Gabcikovo

    @Gabcikovo

    Жыл бұрын

    17:18 🤣🤣🤣

  • @Gabcikovo

    @Gabcikovo

    Жыл бұрын

    🤖🥇🤣🐬

  • @Gabcikovo

    @Gabcikovo

    Жыл бұрын

    19:23 word2vec

  • @Gabcikovo

    @Gabcikovo

    Жыл бұрын

    20:51

  • @rkara2
    @rkara25 жыл бұрын

    Process or singularity is the Heart of AI. Alan Turing clearly define this in his 1936 paper on computable numbers. Input > Process > Output (Turing complete expression or circular) Process (Turing incomplete expression or non-circular) !DA

  • @dearheart2
    @dearheart2 Жыл бұрын

    RNN is fun. I made a RNN for translation (word in, "thoughts" (RNN) works out), over the breaks in 1 week in high school in early 80ties. It could learn new words, structures and did an ok translation. Just made it for fun, like all the NN, AI at that time.

  • @dearheart2
    @dearheart2 Жыл бұрын

    Used evolutionary algorithm for training NN's in the 80ties. Worked well already then. Limited hardware, had to program all myself, but I got general AI that could be used for almost anything.

  • @vtrandal
    @vtrandal2 жыл бұрын

    At 8:59 some comments about RIM. What is RIM?

  • @bcbcbcbcbc

    @bcbcbcbcbc

    Жыл бұрын

    Research in motion, the original name for Blackberry who used to make smart phones.

  • @caonima323
    @caonima3236 жыл бұрын

    what is the time of this speech ?

  • @ElevateTechCA

    @ElevateTechCA

    6 жыл бұрын

    This speech took place in September 13, 2017 at Elevate TechFest.

  • @jj-ry8xv

    @jj-ry8xv

    6 жыл бұрын

    1998

  • @caonima323

    @caonima323

    5 жыл бұрын

    ethan chow you e d

  • @paulmitchell5349
    @paulmitchell53495 жыл бұрын

    Learning is not necessarily intelligence.More rapid learning means to twig the concept and apply the concept to new problems.

  • @samdavisok
    @samdavisok Жыл бұрын

    25:00

  • @bopeng9504
    @bopeng95045 жыл бұрын

    Great job Geoff. Pray that God would bless your life!

  • @TomerBenDavid
    @TomerBenDavid3 жыл бұрын

    Wow :)

  • @fallhdesls5226
    @fallhdesls52264 жыл бұрын

    smart!long life

  • @damoonrobatian9371
    @damoonrobatian93712 жыл бұрын

    Geoff himself doesn't even know how it works! It just works!!! What kind of scientist could be satisfied with this type of "reasoning"? HYPE

  • @sakathvenu
    @sakathvenu4 жыл бұрын

  • @ngocquynhnhuhuynh3227
    @ngocquynhnhuhuynh3227 Жыл бұрын

    I'm proud to be his student's student 😆 I graduated with a thesis related to AI though have no fundamental knowledge about it 🤣

  • @ngocquynhnhuhuynh3227

    @ngocquynhnhuhuynh3227

    Жыл бұрын

    Looking back.. that time was truly a miracle to complete the whole thesis ^^ & also thanks for the accident too. Maybe confronting the bandages, the council was more lenient 😁

  • @nbme-answers
    @nbme-answers4 жыл бұрын

    14:47 symbols go in, symbols go out but in the middle it can't be "symbols"!

  • @mateuszanuszewski69
    @mateuszanuszewski694 жыл бұрын

    omg so many ads

  • @leo.budimir
    @leo.budimir4 жыл бұрын

    Damn, he looks like Palpatine here

  • @abcdxx1059

    @abcdxx1059

    4 жыл бұрын

    lol yeah

  • @morthim
    @morthim4 жыл бұрын

    if you are going to call people stupid you shouldn't contradict yourself and agree with the people you insult.

  • @janaenae1338
    @janaenae1338 Жыл бұрын

    ❤️🧡💛💚💙💜💙💚💛🧡❤️🧡💛 We are ALL the SAME PERSON experiencing life in a BUNCH OF DIFFERENT BODIES!!! which means that EVERY PERSON that you meet, is really just YOU... LIVING IN ANOTHER BODY!! you see..you are INTERACTING with YOURSELF at ALL TIMES!!! & once you understand this,you can achieve unity! I and my father are one Love Thy Neighbor as Thyself 💜💙💚💛🧡❤️🧡💛💚💙💜💙💚

  • @robertolupot2497

    @robertolupot2497

    Жыл бұрын

    Interesting. So how does the death of one body affect the living body?

  • @kavorka8855
    @kavorka8855 Жыл бұрын

    He failed to give any sensical reasons to his recent assertion about the dangers of AI. He does, however, seem to have issues with google, perhaps he's angry at something google didn't do for him?

  • @prashanpremaratneAU

    @prashanpremaratneAU

    Жыл бұрын

    If you look at ChatGPT, a leader of a country who is failing politically could ask chatGPT to suggest ways to cling on to power. Now, the answer could result in bloodshed. Another country could use chatGPT like system to control the entire defence establishment. That is the danger of AI according to Junaid Maubeen - Author of Mathematical Intelligence

  • @kavorka8855

    @kavorka8855

    Жыл бұрын

    @@prashanpremaratneAU He seems to be stupid, the author.

  • @mutterich5290
    @mutterich52902 жыл бұрын

    LM21 was geht ab

  • @u2naru
    @u2naru Жыл бұрын

    This guy now says that AI is dangerous after decades of leading projects on AI. Why now not the time this presentation was done?

  • @yadayada111986786

    @yadayada111986786

    Жыл бұрын

    He ays himself he was surprised by the pace of the AI development. He thought these dangers would come much later and slower

  • @ancestralrocha7709
    @ancestralrocha77095 жыл бұрын

    Some basic shit? Did I hear correctly?

  • @dr.mikeybee
    @dr.mikeybee5 жыл бұрын

    Professor Hinton is amazing, but there are too many of these NN for dummies lectures. They're starting to clog the space. It's a shame he didn't say anything really interesting here.

  • @mtoman

    @mtoman

    5 жыл бұрын

    True, finding advanced talks is getting pretty hard.

  • @pd.dataframe2833

    @pd.dataframe2833

    4 жыл бұрын

    For advanced knowledge you dont come to youtube....you fucking read research papers

  • @atomskreigns8071

    @atomskreigns8071

    4 жыл бұрын

    Sivaram Karanam and even that's not true you can search any ML topic on KZread and get a lecture as advanced as u like a whole series of them

  • @SameenIslam

    @SameenIslam

    4 жыл бұрын

    Did you not read the title of this video? Clearly says foundations

  • @OptionGal

    @OptionGal

    4 жыл бұрын

    @@pd.dataframe2833, not entirely true. Some of the best research papers are published and presented at symposiums such as this one. We are all very lucky that there are videos of these podium presentations so that we may also be inspired to learn.

  • @zzbeasley
    @zzbeasley5 жыл бұрын

    Is a thought more than an image? Think about it.

  • @JazzyGinger1
    @JazzyGinger14 ай бұрын

    Hello🦩🦩🦩, God the Father loves you so much that He sent Holy, Sinless Jesus (His Holy Son) to earth to be born of a virgin. Then He grew up and died on a cross for our sins. He was in the tomb for 3 days, then Father God raised Holy and Sinless Jesus Christ (Y'shua) to life! He appeared to people and went back to Heaven. We must receive Sinless Jesus sincerely to be God's child. John 1:12 says, "But as many as received him, to them gave he power to become the sons of God, even to them that believe on his name." Will you receive Christ sincerely?

  • @thiemtranthi7760
    @thiemtranthi7760 Жыл бұрын

    Ok hinton them ok😂

  • @bobtarmac1828
    @bobtarmac1828 Жыл бұрын

    Today, Losing your job to ai agents is unacceptable. Ai Jobloss is here. So are Ai as weapons. Can we please find a way to Cease Ai / GPT? Or begin Pausing Ai before it’s too late?

  • @m3n4cE6
    @m3n4cE6 Жыл бұрын

    look at them, fatal wound/mark on their forehead

  • @rajaasim8229
    @rajaasim82295 жыл бұрын

    Who dislikes Hinton?

  • @MrCmon113

    @MrCmon113

    4 жыл бұрын

    Well he shit on symbolists during the talk.

  • @DanOneOne
    @DanOneOne Жыл бұрын

    thank God I decided not to be a PhD student...

  • @yvespetit
    @yvespetit2 жыл бұрын

    A spiteful professor who thinks his tinkering with computers does good for humanity! Talk about speech recognition, the machine voice announcing a caller on our phone system is always wrong.

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