Heroes of Deep Learning: Andrew Ng interviews Ian Goodfellow

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  • čas přidán 7. 08. 2017

Komentáře • 156

  • @moazim1993
    @moazim1993 Před 6 lety +640

    Ian seems like a good guy, and that's based solely on his last name

    • @kikirizki4318
      @kikirizki4318 Před 6 lety +9

      Mo Azim Ian is godfellow be like ian

    • @COOLGODBOSS
      @COOLGODBOSS Před 5 lety +1

      LOL. I agree I think the same. However we seem to be running with it as something really cute n all because he made big advances in the AI field right, so, we see that and it's funny lol.

    • @spinLOL533
      @spinLOL533 Před 5 lety

      Mo Azim lololol

    • @pixel7038
      @pixel7038 Před 5 lety

      Not anymore since he joined apple. I just hope the company gives him a lot of respect.

    • @spinLOL533
      @spinLOL533 Před 5 lety

      rchavezj he probably got offered a 5m+ salary

  • @webgpu
    @webgpu Před 6 lety +271

    the program running in Ian Goodfellow hasn't learned yet how to blink

    • @alamzaibfarooq
      @alamzaibfarooq Před 5 lety +1

      Hahahahahha Yes.

    • @pranavchat141
      @pranavchat141 Před 4 lety +1

      One of the reasons he needs glasses. You need to blink to have healthy eyes.

    • @MrEmbrance
      @MrEmbrance Před 3 lety

      Nope, this is a sign of a mind that can focus for a very long time

  • @kimchi_taco
    @kimchi_taco Před 5 lety +39

    I can't believe such a good fellow invented such an adversarial algorithm.

  • @RecursiveRuminations
    @RecursiveRuminations Před 6 lety +153

    Rumor has it that Ian used a GAN to create this video.

  • @Froparadu
    @Froparadu Před 6 lety +190

    I am disappointed that Andrew didn't say "concretely" more :P

  • @reneeliu6676
    @reneeliu6676 Před 5 lety +56

    My heart just feels right when seeing superintelligient people like Andrew and Ian talk in such down to earth way. We need more people with such intelligience and humbleness to change our world.

  • @evazhao01
    @evazhao01 Před 6 lety +202

    Ian seems like a robot. In all the videos of him I watched, he talks as if he's reading a script. Zero error on speaking.

    • @arielperez3434
      @arielperez3434 Před 6 lety +142

      He's had a lot of training data

    • @jtech4369
      @jtech4369 Před 6 lety +3

      Not really.

    • @intr0vrt639
      @intr0vrt639 Před 6 lety

      EVA ZHAO czcams.com/video/Zd9kYgUjgSU/video.html
      See this

    • @COOLGODBOSS
      @COOLGODBOSS Před 5 lety

      oops caps...I DO IT TOO WHEN I WRITE OR MAKE FILM, EVERY WORD IS PERFECT BECAUSE 1) TRAINING AND 2) EDITING

    • @sherryhp10
      @sherryhp10 Před 5 lety +2

      He is an example of 100 % accuracy model

  • @josephfatur1747
    @josephfatur1747 Před rokem +3

    "Deep Learning" is beautifully written. A delight.

  • @shyampadia
    @shyampadia Před 5 lety +9

    You can see how proud of him he is as a teacher! Amazing!

  • @kimchi_taco
    @kimchi_taco Před 5 lety +23

    Eye blinking feature is still under development.

  • @HassanAli-fn1hp
    @HassanAli-fn1hp Před 5 lety +39

    1:56 He did blink.

  • @doktorgen3874
    @doktorgen3874 Před 6 lety +23

    He never blinks.. incredible. Unless of course, he's a robot. Now let that sink in...

    • @MrEmbrance
      @MrEmbrance Před 3 lety

      Actually this is a great predictor of focus that the person is capable of

  • @shantanuraj7086
    @shantanuraj7086 Před rokem

    Excellent interview. Down to earth, straight, and lot of information in this interview. Great work Andrew Ng with your contributions.

  • @jiansenxmu
    @jiansenxmu Před 6 lety

    Thank you, Mr. Goodfellow.

  • @siddharthanrajasekaran8977

    What an inspiration!

  • @heri_prieto
    @heri_prieto Před 6 lety +36

    Currently reading Deep Learning. Iinitially, the math sections were a little intimidating. Now, Im much more comfortable reading 'math' and have a much deeper understanding of previous machine learning knowledge I already had. Thank you Ian and Yoshua!!!

    • @Tntpker
      @Tntpker Před 6 lety

      Did you have to catch up or learn completely from scratch?

    • @Alley00Cat
      @Alley00Cat Před 6 lety +3

      And Aaron ;)

    • @bobsmithy3103
      @bobsmithy3103 Před 6 lety

      Is there a pdf version?

    • @keerthanshagrithaya303
      @keerthanshagrithaya303 Před 5 lety

      @@bobsmithy3103 There's a github repository which sports the pdf copy of the book. You can find it by just searching "mit deep learning". I'm not sure if that breaks any laws though :)

  • @karlpages1970
    @karlpages1970 Před 6 lety +2

    from this interview, these guys seem to have very admirable personas. I wouldn't know if the camera makes then extra vigilant. I admire their passion, to focus endlessly to resolve real-world problems. Why arn't political persons useful - Only loud mouth ego maniacs, with no self restraint want to be apart of politics.

  • @abdullahshahid6637
    @abdullahshahid6637 Před 4 lety +9

    Two great legends of machine learning 💗💗

  • @postnetworkacademy
    @postnetworkacademy Před 9 měsíci

    Great legends are talking on great things.

  • @errol700
    @errol700 Před 4 lety +2

    The legendary interviewer realizing (at the beginning) and at the end of the interview that he was responsible for creating the GANgster! (or was it a hologram!)

  • @ccchang0111
    @ccchang0111 Před 6 lety +13

    I tried not to blink my eyes before Ian does...but I lost...because he never blinks his eyes! I guess that's genius's superpower.

    • @Chaloonoupada
      @Chaloonoupada Před 20 dny +1

      Why do neurotypical minions like you have to observe these minor details?

  • @joshsmit779
    @joshsmit779 Před 5 lety

    This is awseome

  • @md.atikahamed308
    @md.atikahamed308 Před 4 lety

    I like your speech , you are great. (y)

  • @alaad1009
    @alaad1009 Před 4 měsíci

    Two amazing teachers !

  • @magelauditore333
    @magelauditore333 Před 3 lety +9

    I can bet 1000% Ian is an introvert that too deep introvert. His awkwardness is very clear. Man! they are contributing something in their life. Seeing them i feel whats the meaning of my life.

  • @kavinprasath4478
    @kavinprasath4478 Před 2 lety

    Andrew's voice be hitting diff🔥

  • @CesarGomez-hc1yf
    @CesarGomez-hc1yf Před 5 lety +8

    it's funny how Andrew says: "oh, i didn't know that"

    • @Omar-kw5ui
      @Omar-kw5ui Před 3 lety +1

      he always says that. Either that or 'I had forgotten that" or 'I forgot about that (one)" the brackets are optional.

  • @rajvimultani5307
    @rajvimultani5307 Před 6 lety +11

    goodfellow is not even blinking his eyes. seems like robot

  • @g0d182
    @g0d182 Před 6 lety +9

    Reminds me of Harold from Persons of Interest

  • @hasnainabbasdilawar8832
    @hasnainabbasdilawar8832 Před 6 lety +60

    Ian Goodfellow will make a great evil-genius villain in a science-fiction movie LOL

  • @dayeseullim8546
    @dayeseullim8546 Před 4 lety

    Does anyone knows how to get script or subtitles of this interview? Since I really want to practice English with this video.

  • @sujeetgandhi4580
    @sujeetgandhi4580 Před 6 lety +6

    man....he never blinks it seems

  • @debarokz
    @debarokz Před 6 lety +10

    Please upload 720p videos atleast...1080p would be better ... content is good...

    • @emuccino
      @emuccino Před 4 lety

      It's just two people sitting still, which cares what the resolution is ahaha

  • @Yenchantress1isaStarr

    I am going to even watch this video; in its entirety, but I they are not ever in the same frame together.

  • @vtrandal
    @vtrandal Před 2 lety

    At 2:15, Andrew Ng mentions an old GPU paper that acknowledges Ian Goodfellow. But I cannot hear it. What old paper GPU paper acknowledges Ian Goodfellow?

  • @Ac65453
    @Ac65453 Před 5 lety +1

    GANs are great invention. I tried using CVAE but GANs give better results for high frequency components, but CVAE(conditional VAE) are easier to train, would had been great if GAN hyerpameter tuning would had been a bit easier,. just a wish list.

  • @musicman3rdclass176
    @musicman3rdclass176 Před 3 lety

    He seems like a Good fellow.

  • @akhilreddy1770
    @akhilreddy1770 Před 5 lety +1

    Omg That guy doesn't blink

  • @shengyangwang1056
    @shengyangwang1056 Před 3 lety

    He looks so young

  • @akashtyagi1269
    @akashtyagi1269 Před 5 lety +5

    2 weeks ago when i saw "Ian Goodfellow" written in a article, i thought its misspelled and it is "I am Goodfellow" :p..................sorry for poor english

  • @haohuynhnhat3881
    @haohuynhnhat3881 Před 4 lety

    Andrew seem to like this shirt very much

  • @mmanuel6874
    @mmanuel6874 Před 5 lety +1

    Why the camera quality poor

  • @ProfessionalTycoons
    @ProfessionalTycoons Před 6 lety +1

    LOOL he really does seems like a robot.

  • @ArtemArakcheev
    @ArtemArakcheev Před 6 lety

    That's interesting watching

  • @belegendary8645
    @belegendary8645 Před 5 lety +2

    Mr. Ian seems to be a Goodfellow....

  • @forthehomies7043
    @forthehomies7043 Před 2 lety +1

    GANs are so similar to how biology competes and progresses. Genius

  • @Wojmasz
    @Wojmasz Před 4 lety +1

    10:20 second blink

  • @sansin-dev
    @sansin-dev Před 2 lety

    The bad boy of deep learning

  • @jorostuff
    @jorostuff Před 3 lety

    Seems like a good fellow

  • @juleswombat5309
    @juleswombat5309 Před 6 lety +5

    I wish I were smarter.
    I am about 100 pages into Ians Deep Learning Book, just up to section 5.7. Still a little tough for an old graduate like me. Apart from the maths, its a little frustrating that compute cycles for the majority if us is limited by GPUs, still taking hours to see if an typical CN algorithms are actually converging and performing. Deep Reinforcement Learning (e.g. DQN) still seems slow and fragile to iterate quickly to a robust solution.

    • @siddharthanrajasekaran8977
      @siddharthanrajasekaran8977 Před 6 lety +14

      Keep reading man. The brain is malleable. You will be smarter when you have finished reading. Don't skip math. Fight it. You will win eventually.

    • @KiyoshiSmith
      @KiyoshiSmith Před 6 lety +4

      You could use amazon web services and gain access to a fast gpu to test the CN algorithms. Check out course.fast.ai/lessons/aws.html to learn how to set it up. The cost is actually quite reasonable.

    • @dzxxbj
      @dzxxbj Před 6 lety +4

      fast.ai has provided some solution of GPUs like aws, gcloud also provide gpus equally free for some time, for some kind scale problem may it's enough.

    • @mostaphabenhenda4539
      @mostaphabenhenda4539 Před 6 lety +1

      no google cloud does not provide free GPU. GPUs are excluded from the $300 free trial

  • @andyroider97
    @andyroider97 Před 6 lety +7

    According to the sub, they are talking about games.

  • @yayantafflevin4799
    @yayantafflevin4799 Před 2 lety

    Math as we see it, is a way of imagining the universe. You either are there, or you are not. The whole challenge of Math education, is to get students to imagine the world through the lens of Math.

  • @wajdanali1354
    @wajdanali1354 Před 6 lety

    wow

  • @smithwill9952
    @smithwill9952 Před rokem

    Genius play respect to genius.

  • @morancium
    @morancium Před 2 lety

    1:55 there he blinks

  • @mdougf
    @mdougf Před 5 lety +1

    Thanks for the interview, Andrew. Hey fellow learners, is anyone interested in starting a weekly ML research paper reading and discussion group with me?

  • @surflaweb
    @surflaweb Před 5 lety

    Andrew Ng is talking spanish

  • @bdoom6283
    @bdoom6283 Před 6 lety +1

    ian is my favorite hero. him owning schmidhuber was priceless

    • @brandomiranda6703
      @brandomiranda6703 Před 6 lety

      B Doom how did he own him?

    • @brandomiranda6703
      @brandomiranda6703 Před 6 lety

      ah, I see. I was not aware this occurred. Was this recorded or something like that?

    • @claudiomartella243
      @claudiomartella243 Před 6 lety

      which link?

    • @Magnificent_life
      @Magnificent_life Před 5 lety +3

      @@AndresMilioto incorrect, he wasn't trying to take credit for himself. He was trying to take credit for his research group, who spend countless hours trying different experiments. The research is like a puzzle with thousands of moving parts. In the end, some random guy comes in and connects the final piece and takes all the credit. How would that feel?
      Just imagine, you worked hard on some project but your manager takes all the credit, how would you feel then?
      Jurgen is a genius! He deserved the Turing. I have a mad respect for German scientists. American scientists not so much.

  • @mnsh6313
    @mnsh6313 Před 4 lety +16

    Two bots talking to each other.

  • @abhinaba__saha
    @abhinaba__saha Před 5 lety +1

    is this real or artificial?

  • @leonhardeuler9839
    @leonhardeuler9839 Před 5 lety

    Oh shit! Ian is a robot!

  • @sanjaykrish8719
    @sanjaykrish8719 Před 5 lety +2

    Lan was Andrew's student and now Andrew is interviewing him.

  • @ehsansslman9436
    @ehsansslman9436 Před 5 lety

    Great, then what happened?

  • @eurobeats1
    @eurobeats1 Před 2 lety

    he needs to work at Facebook meta platforms!

  • @Nissearne12
    @Nissearne12 Před 6 lety

    Thank's What is Guns? I have to see what that is.

    • @liangqunlu1553
      @liangqunlu1553 Před 6 lety

      It is GANs, short for Generative adversarial networks, invented by Ian

    • @amineounajim9818
      @amineounajim9818 Před 6 lety

      lol, you made me laugh :D. not dissrespecting we all are in a learning process.

    • @RobertLugg
      @RobertLugg Před 6 lety

      Olle, GUNS is a great acronym for a new kind of neural net. Maybe it will be the next big thing. Now, if only we can figure out what it stands for.

  • @luiggitello8546
    @luiggitello8546 Před 3 lety

    All the dialogue in this video is computer generated

  • @mustafakemalpasha983
    @mustafakemalpasha983 Před rokem

    Ian looks like a lovely talking humanoid robot. lol

  • @neural1023
    @neural1023 Před 6 lety

    these two i hope are billionaires

  • @kajak78
    @kajak78 Před 5 lety

    he is not moving his eyes..!! almost like blind people i have seen in movies.

  • @farouku5334
    @farouku5334 Před 3 lety

    Does this guy actually not blink????????????

  • @shandoticwa
    @shandoticwa Před 5 lety

    stop boxing him into certain patterns. we all are different in some manners. Not everyone has to follow some code.

  • @Chiramisudo
    @Chiramisudo Před 6 lety

    10:48 INDEED!!! Actually the societal, security, and policy aspect is one of the most fascinating aspects to me because this is often what gets most neglected when it could easily be argued that these topics are by far the most important. Let's not unwittingly create another "atomic bomb" without considering all the implications on society and human life just because we can. :'(

  • @christiansmith-of7dt
    @christiansmith-of7dt Před 5 měsíci

    I dont even think about russia

  • @shichaoyue1427
    @shichaoyue1427 Před 6 lety

    is youtube using ML for the title generation? it feels very robotic

    • @amineounajim9818
      @amineounajim9818 Před 6 lety +3

      If youtube did generate it, it would be more like "SHOKING PRANK ON AI ROBOTS: NG ANDREW CLASH IAN GOODFELLOW"

  • @mmanuel6874
    @mmanuel6874 Před 5 lety

    Stoneface GOD

  • @Champignon1000
    @Champignon1000 Před 3 lety

    Stabalizing GANs is easy. Just make a program that automaticly tweak paramters and it will work perfectly.

  • @dasayan05
    @dasayan05 Před 2 lety

    schmidhuber created 20 accounts and disliked this video

  • @vediodiary1754
    @vediodiary1754 Před 2 lety

    . Yeah, I am pansexual & got attracted to Ian

  • @DistortedV12
    @DistortedV12 Před 6 lety +5

    This doesn't undermine anything he says of course, but Ian looks a bit unhealthy here.

  • @MsAndaction
    @MsAndaction Před 5 lety

    So disappointed in the number of views Ian's videos has. Like what is the rest of the world paying attention to??...