Heroes of Deep Learning: Andrew Ng interviews Ian Goodfellow

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  • เผยแพร่เมื่อ 7 ส.ค. 2017

ความคิดเห็น • 156

  • @moazim1993
    @moazim1993 6 ปีที่แล้ว +640

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

    • @kikirizki4318
      @kikirizki4318 6 ปีที่แล้ว +9

      Mo Azim Ian is godfellow be like ian

    • @COOLGODBOSS
      @COOLGODBOSS 5 ปีที่แล้ว +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 5 ปีที่แล้ว

      Mo Azim lololol

    • @pixel7038
      @pixel7038 5 ปีที่แล้ว

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

    • @spinLOL533
      @spinLOL533 5 ปีที่แล้ว

      rchavezj he probably got offered a 5m+ salary

  • @webgpu
    @webgpu 6 ปีที่แล้ว +271

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

    • @alamzaibfarooq
      @alamzaibfarooq 5 ปีที่แล้ว +1

      Hahahahahha Yes.

    • @pranavchat141
      @pranavchat141 4 ปีที่แล้ว +1

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

    • @MrEmbrance
      @MrEmbrance 3 ปีที่แล้ว

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

  • @kimchi_taco
    @kimchi_taco 5 ปีที่แล้ว +40

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

  • @reneeliu6676
    @reneeliu6676 5 ปีที่แล้ว +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.

    • @csanvi
      @csanvi 3 ปีที่แล้ว

      I echo this feeling of yours.

    • @kemchobhenchod
      @kemchobhenchod 3 ปีที่แล้ว +2

      *humility

    • @henkjekel4081
      @henkjekel4081 ปีที่แล้ว

      They're not superintelligient, just hard working.

  • @RecursiveRuminations
    @RecursiveRuminations 6 ปีที่แล้ว +153

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

    • @azertpoiuy100
      @azertpoiuy100 6 ปีที่แล้ว +15

      It would have been much smoother

  • @Froparadu
    @Froparadu 6 ปีที่แล้ว +190

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

  • @evazhao01
    @evazhao01 6 ปีที่แล้ว +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 6 ปีที่แล้ว +142

      He's had a lot of training data

    • @jtech4369
      @jtech4369 6 ปีที่แล้ว +3

      Not really.

    • @intr0vrt639
      @intr0vrt639 6 ปีที่แล้ว

      EVA ZHAO th-cam.com/video/Zd9kYgUjgSU/w-d-xo.html
      See this

    • @COOLGODBOSS
      @COOLGODBOSS 5 ปีที่แล้ว

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

    • @sherryhp10
      @sherryhp10 5 ปีที่แล้ว +2

      He is an example of 100 % accuracy model

  • @josephfatur1747
    @josephfatur1747 ปีที่แล้ว +3

    "Deep Learning" is beautifully written. A delight.

  • @kimchi_taco
    @kimchi_taco 5 ปีที่แล้ว +23

    Eye blinking feature is still under development.

  • @HassanAli-fn1hp
    @HassanAli-fn1hp 5 ปีที่แล้ว +39

    1:56 He did blink.

    • @JousefM
      @JousefM 4 ปีที่แล้ว +9

      That was a fast reboot...

    • @mnsh6313
      @mnsh6313 4 ปีที่แล้ว +6

      Even that blink looked artifical.

    • @sabihass5361
      @sabihass5361 3 ปีที่แล้ว +1

      That wasn't a full blink.

    • @SriRam-og8fk
      @SriRam-og8fk 3 ปีที่แล้ว

      @@JousefM 🤣

  • @shyampadia
    @shyampadia 5 ปีที่แล้ว +9

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

  • @doktorgen3874
    @doktorgen3874 6 ปีที่แล้ว +23

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

    • @MrEmbrance
      @MrEmbrance 3 ปีที่แล้ว

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

  • @heri_prieto
    @heri_prieto 6 ปีที่แล้ว +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 6 ปีที่แล้ว

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

    • @Alley00Cat
      @Alley00Cat 6 ปีที่แล้ว +3

      And Aaron ;)

    • @bobsmithy3103
      @bobsmithy3103 6 ปีที่แล้ว

      Is there a pdf version?

    • @keerthanshagrithaya303
      @keerthanshagrithaya303 5 ปีที่แล้ว

      @@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 :)

  • @shantanuraj7086
    @shantanuraj7086 ปีที่แล้ว

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

  • @siddharthanrajasekaran8977
    @siddharthanrajasekaran8977 6 ปีที่แล้ว +9

    What an inspiration!

  • @ccchang0111
    @ccchang0111 6 ปีที่แล้ว +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 28 วันที่ผ่านมา +1

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

  • @abdullahshahid6637
    @abdullahshahid6637 4 ปีที่แล้ว +9

    Two great legends of machine learning 💗💗

  • @jiansenxmu
    @jiansenxmu 6 ปีที่แล้ว

    Thank you, Mr. Goodfellow.

  • @karlpages1970
    @karlpages1970 6 ปีที่แล้ว +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.

  • @CesarGomez-hc1yf
    @CesarGomez-hc1yf 5 ปีที่แล้ว +8

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

    • @Omar-kw5ui
      @Omar-kw5ui 3 ปีที่แล้ว +1

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

  • @md.atikahamed308
    @md.atikahamed308 4 ปีที่แล้ว

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

  • @hasnainabbasdilawar8832
    @hasnainabbasdilawar8832 6 ปีที่แล้ว +60

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

    • @afsanh
      @afsanh 6 ปีที่แล้ว +10

      Hasnain Abbas Dilawar That is impossible. He is a goodfellow.

    • @COOLGODBOSS
      @COOLGODBOSS 5 ปีที่แล้ว

      agree

    • @COOLGODBOSS
      @COOLGODBOSS 5 ปีที่แล้ว

      agree with both of yous at the same time....

    • @kimchi_taco
      @kimchi_taco 5 ปีที่แล้ว

      He disguise by his name

    • @abhishekbhatia6092
      @abhishekbhatia6092 5 ปีที่แล้ว

      Ian Badfellow

  • @magelauditore333
    @magelauditore333 3 ปีที่แล้ว +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.

  • @joshsmit779
    @joshsmit779 5 ปีที่แล้ว

    This is awseome

  • @g0d182
    @g0d182 6 ปีที่แล้ว +9

    Reminds me of Harold from Persons of Interest

  • @postnetworkacademy
    @postnetworkacademy 10 หลายเดือนก่อน

    Great legends are talking on great things.

  • @rajvimultani5307
    @rajvimultani5307 6 ปีที่แล้ว +11

    goodfellow is not even blinking his eyes. seems like robot

  • @dayeseullim8546
    @dayeseullim8546 4 ปีที่แล้ว

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

  • @errol700
    @errol700 4 ปีที่แล้ว +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!)

  • @alaad1009
    @alaad1009 4 หลายเดือนก่อน

    Two amazing teachers !

  • @sujeetgandhi4580
    @sujeetgandhi4580 6 ปีที่แล้ว +6

    man....he never blinks it seems

    • @Chaloonoupada
      @Chaloonoupada 28 วันที่ผ่านมา

      Neurodivergent

  • @kavinprasath4478
    @kavinprasath4478 2 ปีที่แล้ว

    Andrew's voice be hitting diff🔥

  • @debarokz
    @debarokz 6 ปีที่แล้ว +10

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

    • @emuccino
      @emuccino 4 ปีที่แล้ว

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

  • @Yenchantress1isaStarr
    @Yenchantress1isaStarr ปีที่แล้ว

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

  • @akhilreddy1770
    @akhilreddy1770 5 ปีที่แล้ว +1

    Omg That guy doesn't blink

  • @vtrandal
    @vtrandal 2 ปีที่แล้ว

    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?

  • @musicman3rdclass176
    @musicman3rdclass176 3 ปีที่แล้ว

    He seems like a Good fellow.

  • @Ac65453
    @Ac65453 5 ปีที่แล้ว +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.

    • @gomes8335
      @gomes8335 5 ปีที่แล้ว

      Where did you use GANs

  • @haohuynhnhat3881
    @haohuynhnhat3881 4 ปีที่แล้ว

    Andrew seem to like this shirt very much

  • @mmanuel6874
    @mmanuel6874 5 ปีที่แล้ว +1

    Why the camera quality poor

  • @belegendary8645
    @belegendary8645 5 ปีที่แล้ว +2

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

  • @shengyangwang1056
    @shengyangwang1056 3 ปีที่แล้ว

    He looks so young

  • @ProfessionalTycoons
    @ProfessionalTycoons 6 ปีที่แล้ว +1

    LOOL he really does seems like a robot.

  • @sansin-dev
    @sansin-dev 2 ปีที่แล้ว

    The bad boy of deep learning

  • @forthehomies7043
    @forthehomies7043 2 ปีที่แล้ว +1

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

  • @ArtemArakcheev
    @ArtemArakcheev 6 ปีที่แล้ว

    That's interesting watching

  • @akashtyagi1269
    @akashtyagi1269 5 ปีที่แล้ว +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

  • @andyroider97
    @andyroider97 6 ปีที่แล้ว +7

    According to the sub, they are talking about games.

    • @COOLGODBOSS
      @COOLGODBOSS 5 ปีที่แล้ว

      subtitles is where i'm going lol

  • @jorostuff
    @jorostuff 3 ปีที่แล้ว

    Seems like a good fellow

  • @yayantafflevin4799
    @yayantafflevin4799 2 ปีที่แล้ว

    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.

  • @juleswombat5309
    @juleswombat5309 6 ปีที่แล้ว +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 6 ปีที่แล้ว +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 6 ปีที่แล้ว +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 6 ปีที่แล้ว +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 6 ปีที่แล้ว +1

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

  • @Wojmasz
    @Wojmasz 4 ปีที่แล้ว +1

    10:20 second blink

  • @mnsh6313
    @mnsh6313 4 ปีที่แล้ว +16

    Two bots talking to each other.

    • @diogeneslantern18
      @diogeneslantern18 3 ปีที่แล้ว

      When one watches their mannerisms it's entirely possible

  • @morancium
    @morancium 2 ปีที่แล้ว

    1:55 there he blinks

  • @smithwill9952
    @smithwill9952 ปีที่แล้ว

    Genius play respect to genius.

  • @surflaweb
    @surflaweb 5 ปีที่แล้ว

    Andrew Ng is talking spanish

  • @wajdanali1354
    @wajdanali1354 6 ปีที่แล้ว

    wow

  • @mdougf
    @mdougf 5 ปีที่แล้ว +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?

    • @anish2197
      @anish2197 5 ปีที่แล้ว +1

      Mark F I'm interested

    • @mdougf
      @mdougf 5 ปีที่แล้ว

      @@anish2197 Hey, cool. Email me at markdfoti at gmail dot com

    • @m1shaosipov
      @m1shaosipov 4 ปีที่แล้ว

      Hi I am interested

    • @anishlukkireddy8323
      @anishlukkireddy8323 ปีที่แล้ว

      Cool

  • @abhinaba__saha
    @abhinaba__saha 5 ปีที่แล้ว +1

    is this real or artificial?

  • @sanjaykrish8719
    @sanjaykrish8719 5 ปีที่แล้ว +2

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

  • @leonhardeuler9839
    @leonhardeuler9839 5 ปีที่แล้ว

    Oh shit! Ian is a robot!

  • @ehsansslman9436
    @ehsansslman9436 5 ปีที่แล้ว

    Great, then what happened?

  • @neural1023
    @neural1023 6 ปีที่แล้ว

    these two i hope are billionaires

    • @varunmanjunath6204
      @varunmanjunath6204 3 ปีที่แล้ว

      They are not money minded and do if for passion.

  • @luiggitello8546
    @luiggitello8546 3 ปีที่แล้ว

    All the dialogue in this video is computer generated

  • @mustafakemalpasha983
    @mustafakemalpasha983 ปีที่แล้ว

    Ian looks like a lovely talking humanoid robot. lol

  • @eurobeats1
    @eurobeats1 2 ปีที่แล้ว

    he needs to work at Facebook meta platforms!

  • @Nissearne12
    @Nissearne12 6 ปีที่แล้ว

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

    • @liangqunlu1553
      @liangqunlu1553 6 ปีที่แล้ว

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

    • @amineounajim9818
      @amineounajim9818 6 ปีที่แล้ว

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

    • @RobertLugg
      @RobertLugg 6 ปีที่แล้ว

      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.

  • @kajak78
    @kajak78 5 ปีที่แล้ว

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

  • @shandoticwa
    @shandoticwa 5 ปีที่แล้ว

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

  • @farouku5334
    @farouku5334 3 ปีที่แล้ว

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

  • @bdoom6283
    @bdoom6283 6 ปีที่แล้ว +1

    ian is my favorite hero. him owning schmidhuber was priceless

    • @brandomiranda6703
      @brandomiranda6703 6 ปีที่แล้ว

      B Doom how did he own him?

    • @brandomiranda6703
      @brandomiranda6703 6 ปีที่แล้ว

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

    • @claudiomartella243
      @claudiomartella243 6 ปีที่แล้ว

      which link?

    • @Magnificent_life
      @Magnificent_life 5 ปีที่แล้ว +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.

  • @shichaoyue1427
    @shichaoyue1427 6 ปีที่แล้ว

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

    • @amineounajim9818
      @amineounajim9818 6 ปีที่แล้ว +3

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

  • @christiansmith-of7dt
    @christiansmith-of7dt 5 หลายเดือนก่อน

    I dont even think about russia

  • @dasayan05
    @dasayan05 2 ปีที่แล้ว

    schmidhuber created 20 accounts and disliked this video

  • @DistortedV12
    @DistortedV12 6 ปีที่แล้ว +5

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

  • @mmanuel6874
    @mmanuel6874 5 ปีที่แล้ว

    Stoneface GOD

  • @Champignon1000
    @Champignon1000 3 ปีที่แล้ว

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

  • @Chiramisudo
    @Chiramisudo 6 ปีที่แล้ว

    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. :'(

  • @vediodiary1754
    @vediodiary1754 2 ปีที่แล้ว

    . Yeah, I am pansexual & got attracted to Ian

  • @MsAndaction
    @MsAndaction 5 ปีที่แล้ว

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