Intro to Artificial Intelligence (Neural Networks)

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  • Опубліковано 16 тра 2019
  • The story of deep learning, a technology that has evolved from the humble beginnings of neural networks into THE dominant force in artificial intelligence. This journey begins in the mid-20th century, tracing the evolution from traditional programming paradigms to a radical shift towards self-learning systems. Explore how deep learning systems, inspired by the human brain's ability to learn from experience, are now capable of outperforming humans in numerous tasks once thought to be far beyond machines. Discover the profound impact of this technology on various domains, from mastering complex games like Chess to revolutionizing language translation and image recognition. As we unravel the core principles of deep learning, learn about the potential and the challenges that lie ahead in harnessing the power of neural networks to replicate human intuition. This episode is a doorway to understanding the essence of machine learning, the significance of distributed representation over symbolic computation, and the boundless possibilities that deep learning unveils in our quest towards artificial intelligence. Join us in this enlightening exploration, part of our AI/Deep Learning series, as we delve into a future where machines not only learn but also think in patterns, reshaping the realms of computing and human endeavor.
    Keywords:
    Deep Learning, Neural Networks, Artificial Intelligence, Machine Learning, Self-learning Systems, Chess, Language Translation, Image Recognition, Distributed Representation, Symbolic Computation, Traditional Programming, Human Intuition, Computer Vision, Neural Activity, Evolution of AI, Deep Blue, AlphaZero, AI Competitions, ImageNet, Geoffrey Hinton, Parallel Computation, Human Mind, Intelligence

КОМЕНТАРІ • 128

  • @ArtOfTheProblem
    @ArtOfTheProblem  9 місяців тому +4

    Next video in this series goes deeper into Machine Learning: ua-cam.com/video/yLAwDEfzqRw/v-deo.html

    • @topone2702
      @topone2702 5 місяців тому

      Can you put subtitle please, so I can use the translator option. Thanks, nice content.

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 місяців тому

      yes, sorry I thought there were automatic subtitles. do they not work?@@topone2702

    • @topone2702
      @topone2702 5 місяців тому

      ​@@ArtOfTheProblem This works very well because of the clarity of your pronunciation. it's just a little uncomfortable because the way automatic translation works is a bit... you know (Need extra attention to read it). But apart from that, your content is very good, I hope you continue to produce this kind of content.

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 місяців тому

      appreciate the feedback I"ll make a point of adding translations@@topone2702

    • @vollinaadkins8118
      @vollinaadkins8118 4 місяці тому

      ​@@ArtOfTheProblem
      Don't criss cross blind an undefined a nutty fruity bushwacking tree snake of faith a lie from the mind through the body two the world hu(lsin)ating that things are bad or the sin of a fools or sin fool an evel with the neutral (of) no(u)thing of the Good Truth of nothing of you as the Absloute Bigger an Better of nothing of you here an now only cross Preset one more Positive then neg(a)tive Always the bad way of nothing the sin fool way of nothing the (eve)l of nothing a lie on nothing an the only way you can Add up stay or be Good as Truth Aways two the Absolute Bigger Better of you here an now Repeat as needed you can't suffer out of existence decay decenagrate age out of Reality check or die un(eve)olved of crossing that Rightfool Truthful way Impossible been that way since the n(ever)end beginning of the here an now a Fact of God check God Truth a Reality check, ...
      youtube.com/@vollinaadkins8118?si=szKOmspKdkMASYnE

  • @dyslexicunt
    @dyslexicunt 5 років тому +80

    How you have only 55k subscribers is a crime. Fantastic channel.

    • @electronicwoe
      @electronicwoe 5 років тому +4

      I absolutely love the content of this Chanel. It is really a crime that it's not better recognized.

    • @ArtOfTheProblem
      @ArtOfTheProblem  6 місяців тому

      just posted this: ua-cam.com/video/OFS90-FX6pg/v-deo.html

    • @py8554
      @py8554 5 місяців тому +2

      It’s almost double now 👍

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 місяців тому

      that video helped :)@@py8554

  • @nbme-answers
    @nbme-answers 5 років тому +47

    Just fantastic. Brit, you are like the Bob Dylan of deep UA-cam videos: eerie, poetic, weird, revelatory and much too underappreciated. A new sound, unfamiliar, and yet somehow ageless.

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому +11

      wow what a comment...

    • @Anonymous-vh6kp
      @Anonymous-vh6kp 5 років тому +2

      Art of the Problem
      Perhaps that comment was written by a machine...

    • @ArtOfTheProblem
      @ArtOfTheProblem  Рік тому +3

      @@Anonymous-vh6kp funny how this comment feels like a million years ago now

    • @justwannagetoutkya
      @justwannagetoutkya Рік тому

      @@ArtOfTheProblem of course 😂

  • @Gudsfralsare
    @Gudsfralsare 4 роки тому +3

    "Earth is not the center of the universe. Humans are not the center of intelligence" - Beautifully put

  • @chris_1337
    @chris_1337 5 років тому +25

    Amazing. Sooo looking forward to the next video already!

  • @abhinavanand1529
    @abhinavanand1529 22 дні тому +1

    This is the first time (as far as I remember) that I am commenting on a youtube video. This channel is Fantastic.

    • @ArtOfTheProblem
      @ArtOfTheProblem  22 дні тому

      wonderful, hope you enjoy the whole series, i'm still working on it

  • @JawnLam
    @JawnLam 5 років тому +14

    Once again, nailed it! I love your videos.

  • @SouthernHerdsman
    @SouthernHerdsman 5 років тому

    The mix of the deep dark corners of every perceivably difficult problems. The Chill before the thrill of seeing the light on the other side again.. This is *Art of the Problem* .
    Well done on the intro. You've really homed-in the message on this video.

  • @dietfitnessweightlosstips2830
    @dietfitnessweightlosstips2830 Місяць тому +1

    When I understand and learn the WHY? The complex technical stuff becomes so much easier! Thank you AP- What a great series of videos!

  • @Trebseig
    @Trebseig 5 років тому +16

    Hey Brit, you just made an excellent video! Deep Learning very well explained. Looking forward to your next creation.

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому

      Always happy to hear from you Geisbert

    • @ArtOfTheProblem
      @ArtOfTheProblem  6 місяців тому

      just finished this series, please help me share it: ua-cam.com/video/OFS90-FX6pg/v-deo.html

  • @sopherion962
    @sopherion962 5 років тому +1

    I would like to take a moment to say that I am glad you're back to producing videos.

  • @sB3rg
    @sB3rg 5 років тому +9

    Glad you're back making these. Really enjoy your narrative style. You choose your words carefully and your story development is fantastic. Thank you for making these!

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому +4

      I appreciate the kind feedback. I do sweat over each word which is why these take so long to make.

    • @ArtOfTheProblem
      @ArtOfTheProblem  6 місяців тому

      just posted this: ua-cam.com/video/OFS90-FX6pg/v-deo.html

  • @HueponiK
    @HueponiK 5 років тому +9

    This is such a high quality content, thank you for doing this! Can't wait for the next episode

  • @bsqrd
    @bsqrd 5 років тому +5

    Great video, Thank you! Looking forward to the next parts in the series!

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому +1

      excited to keep working on them, appreciate the encouragement

  • @mattmiller220
    @mattmiller220 5 років тому +2

    Interesting to think of this as a way to spot ‘fixed points’, which are islands of stability or local optima. For all sorts of things: languages, images, behaviors, etc.

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому +1

      very much so. I'll likely touch on this idea later on

  • @spicemasterii6775
    @spicemasterii6775 5 років тому +2

    AMAZING!!! Words can't describe how good this video and information is. Can't wait for the next parts.

  • @lightyearahead
    @lightyearahead 5 років тому +2

    Waiting for this series from so long.
    Great video as always.
    Excited for next one..

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому

      thanks for sticking around, appreciate the feedback.

  • @yomanos
    @yomanos 5 років тому +6

    This is so exciting. Great video Brit, keep up the fantastic work.

  • @pid_zero9375
    @pid_zero9375 5 років тому +1

    Good to have you back

  • @hemerythrin
    @hemerythrin 5 років тому +1

    Absolutely fantastic! Can't wait for the rest!

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому +1

      hope to have the next one out in a month or so

  • @KhaliliStudios
    @KhaliliStudios 5 років тому +3

    Yes! Great video man you never cease to amaze 🙌 I like how you incorporated the symbols from the information theory episodes too it makes the whole art of the problem computer science universe feel like a long narrative. Looking forward to the next ones!

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому +1

      appreciate the kind words. I was hoping the visuals would blend together nicely.

    • @ArtOfTheProblem
      @ArtOfTheProblem  6 місяців тому

      just finished this series, please help me share it: ua-cam.com/video/OFS90-FX6pg/v-deo.html

  • @acespade5378
    @acespade5378 5 років тому +1

    Amazing content, thanks for the video

  • @karimvalimohamed6866
    @karimvalimohamed6866 Рік тому +1

    ...just discovering all the great video you have produced. excellent work - well done. will reference them as I tutor others in concepts concerning math, coding, physics, ...

    • @ArtOfTheProblem
      @ArtOfTheProblem  Рік тому +1

      super glad you found this content! nice to have the feedback

  • @BlackGuelphsRuleThisRealm
    @BlackGuelphsRuleThisRealm 6 місяців тому +2

    Quite simply, the most concise, brilliantly animated and just all over stunning piece I have ever seen on the topic. These videos are made by a quiet, reclusive and humble man, who also happens to be a genius.

    • @ArtOfTheProblem
      @ArtOfTheProblem  6 місяців тому +1

      thank you for your kind words, i'm finally putting final touches on the last video in this series due out in a day or two...it took me 2 years :( - i'm hoping to revive this channel by naming all the videos in this series more effectively if you have any ideas please let me know

  • @Diachron
    @Diachron 5 років тому +1

    This channel is a treasure. I think with a little bit of marketing you can far exceed the 55k subscriber mark. Its potential is far beyond this.

  • @late_arvie
    @late_arvie 5 років тому +1

    Great series. Looking forward to the next episode. Good luck!

  • @JunaidAzizChannel
    @JunaidAzizChannel 4 роки тому

    How is it that you have so much great content but not a lot of subscribers? It's unfair for such Good quality content.

  • @yolxanderjacagonzalez5177
    @yolxanderjacagonzalez5177 Рік тому

    spot on ❤, this channel is awesome.

  • @berbudy
    @berbudy 5 років тому +4

    9:08 damn I never thought about this before

  • @acerman61
    @acerman61 5 років тому +4

    Exceptional. Truly Exceptional quality Brit.

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому +1

      that means a lot to me, I sweated that one a bit.

  • @ilovett
    @ilovett 5 років тому +1

    Best video yet.

  • @Nate-bl9hy
    @Nate-bl9hy Місяць тому +1

    Just rewatching bc I love this channel

  • @CrucialMuzic
    @CrucialMuzic 5 років тому +3

    Great video as usual! They go by so fast, because I'm always
    sucked in, I swear.
    It's scary to think that one day you'll be able to manipulate
    a video to make it look like someone was at a crime scene just
    to frame someone. Like I wonder if we'll have to start throwing
    away security surveillance for something else. Nonetheless
    the next decade will be very intriguing.
    Thanks for this awesome video!

  • @SwissPhil02
    @SwissPhil02 5 років тому +5

    nice

  • @redrodlrowon
    @redrodlrowon 9 місяців тому

    Another utterly fantastic video. Informative but not overloaded. Maintains a clear narrative that is understandable and somehow, and I don't know how these brilliant makers pull it off, somehow they reach the essential core of a topic and put into in clear words and images. This is an astonishing feat.

    • @ArtOfTheProblem
      @ArtOfTheProblem  9 місяців тому

      Thanks again, I work on these videos alone and i'm currently writing the last video in this series, it took me over 8 months...and sometimes I get mad at myself for 'over writing' in an attempt to simplify, and then I simplify to the point of dissilusionment and forget why I'm making the video :) ....but these little pats on the back can help me. I'm going to press on. let me know how you like the rest of this series so far, as the next video will be on GPT LLM's

    • @redrodlrowon
      @redrodlrowon 9 місяців тому

      Thank you so much for your reply! Please, please do continue making videos. I am deeply impressed by how long you work on a single one of them, I could immediately sense how much work and dedication went into what I was watching. I need to be disciplined though, and ration them more prudently. I must not watch them all at once, however tempting. I need to make a Patreon account, to help support this work. Best Regards.@@ArtOfTheProblem

    • @ArtOfTheProblem
      @ArtOfTheProblem  9 місяців тому

      it means a lot thank you so much. @@redrodlrowon

  • @tankmohit
    @tankmohit 5 років тому +1

    Excellent quality of content. You earned a sub.

  • @NoNTr1v1aL
    @NoNTr1v1aL Рік тому +1

    Absolutely amazing playlist!

  • @sushi666
    @sushi666 5 місяців тому +2

    This account is a gem. So glad I found it.

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 місяців тому

      welcome to the family!! glad you found this series

  • @MRKS8
    @MRKS8 4 роки тому

    Extreme high quality explanation. This channel should be more known

    • @ArtOfTheProblem
      @ArtOfTheProblem  4 роки тому +1

      appreciate the kind words, tell a friend

    • @MRKS8
      @MRKS8 4 роки тому

      @@ArtOfTheProblem Done. Also became a patreon! Keep it up

    • @ArtOfTheProblem
      @ArtOfTheProblem  4 роки тому

      @@MRKS8 thrilled! thank you

  • @ameypathak1
    @ameypathak1 4 роки тому

    This is one of the most underrated channels kn UA-cam.

  • @retepgu
    @retepgu 5 років тому +1

    You are back!

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому

      yes! i'm playing the long game here, low and slow...like BBQ

  • @noot2981
    @noot2981 5 місяців тому

    Quite remarkable to watch this in 2024. The algorithms you speak of here, have become so commonly used in such an incredibly short amount of time. Absolutely amazing!

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 місяців тому

      I know! when I made this it was like I was talking about black magic.

    • @noot2981
      @noot2981 5 місяців тому

      @@ArtOfTheProblem A reply from the man himself! How nice. Just wanted to say it's been incredible watching your channel. It's like you're the first person I see who's interested in the exact same topics as I am. Being AI, intelligence, complexity, emergence, simulations, life and evolution. Please keep up the good work. Also, perhaps a dumb question. But is there any social circle you are active in that discusses these topics?

  • @ahmadsalmankhan3200
    @ahmadsalmankhan3200 6 місяців тому +1

    Love this video, period! Great work man!

    • @ArtOfTheProblem
      @ArtOfTheProblem  6 місяців тому

      I really appreciate the feedback. I'm thinking of doing a shorter, more general/broad follow up video that helps orient people new to the field, and looks ahead a bit more. any thoughts?

  • @matthewwriter9539
    @matthewwriter9539 6 місяців тому +1

    Even the story of Pinocchio and the Golem reflect this idea.

  • @UnPuntoCircular
    @UnPuntoCircular 5 років тому

    Fantastic as always! I really like your videos!

  • @brianpeterbroderick
    @brianpeterbroderick 5 років тому +1

    8:49 "...working at the level of patterns of activations, or feelings, first"

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому

      I almost cut that line, but put it back at last second

    • @brianpeterbroderick
      @brianpeterbroderick 5 років тому

      ​@@ArtOfTheProblem As I was wondering how the unfocused cognition of a child transitions into the focused cognition of an adult I realized much of the focus of cognition seems dependent the utterance of words in my internal monolog. Thinking back to how humans acquire language, it is through situational association. I've started to suspect words are meta-memories composed of a weighted (initial intensity minus time-decay) summation of emotion/activation-pattern when we here the word. Once the system that initiates the word-related activation pattern is sufficiently strongly conditioned (word learned), it can be externally triggered or internally summoned (making sentences and stores strings of abstract (semantically inter-modifying) meta-memories). Words (perhaps just advanced primate calls) arose because evolving humans had enough overlap in situation-to-emotion mapping to coordinate common sound symbols for those "shared" situational emotions and achieved survival advantage by invoking these meta-memories in each other. I wonder now how path dependent our current vocabulary is. I feel so much strength in learning and applying the apt word to a situation, though I know by naming it, I confine it, blind myself to its complete, ineffable nuance. There isn't much hiding in other languages, just painful overlap in a semantic sense, but perhaps there is more hiding in the unknown unknown. Perhaps there remain ancient neural storms in search of an aural lightning rod. Long lost words, patently holding their breath, just beneath the surface of the deep.

  • @DutchmanDavid
    @DutchmanDavid 3 роки тому +1

    0:01 That's Maria, from the movie Metropolis (1927). The first depiction of an android! Full movie here: ua-cam.com/video/AvtWDIZtrAE/v-deo.html

  • @spiritlevelstudios
    @spiritlevelstudios 5 місяців тому +1

    0:35 Stephen using his biological brain via a computer

  • @SamSpade2010
    @SamSpade2010 4 роки тому

    It should be mentioned that the *implementation* of a neural network is still a computer program.

  • @treasonwhat4
    @treasonwhat4 3 місяці тому +1

    amazing

    • @ArtOfTheProblem
      @ArtOfTheProblem  2 місяці тому

      New video is up on Evolution of Intelligence ua-cam.com/video/5EcQ1IcEMFQ/v-deo.html

  • @sfs8730
    @sfs8730 5 місяців тому +1

    bro knew about chat gpt before it was a thing legend

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 місяців тому

      yes, it threw a wrench in my plans as I was making this series...but it was the wrench i needed

  • @approaching404
    @approaching404 6 місяців тому +1

    Please listen, I've done LSD and 1 of the powers it gives me is I can more better here my brain make decisions in other words your brain reacts and makes decisions aka suggestions a list of possibilities that's the feeling they are talking about if I played on LSD there is no doubt in my mind I'd become a grand master cause the brain is the best decision maker and pattern identification like automatic .... something something

  • @user-eh9jo9ep5r
    @user-eh9jo9ep5r 4 місяці тому

    What do you think about justice and 66 square borders?)

  • @user-ki6id4zq4s
    @user-ki6id4zq4s Місяць тому

    Neiral networks blood type is a barcode ancients

  • @Dante_Grimiz
    @Dante_Grimiz 4 роки тому +1

    i love u

  • @banemiladinov8202
    @banemiladinov8202 3 місяці тому

    7:00 like your videos being generated by AI?

  • @JavierSalcedoC
    @JavierSalcedoC 5 років тому +2

    Millions of youtube channels/videos generated by ML, many aimed at kids too (parents, beware)

  • @gingeral253
    @gingeral253 6 місяців тому +1

    Here we are in 2023 and the current developments in AI.

    • @ArtOfTheProblem
      @ArtOfTheProblem  6 місяців тому

      wild times since i started this video in 2020 :)

  • @VidCirman
    @VidCirman 5 років тому +2

    First!

    • @VidCirman
      @VidCirman 5 років тому +3

      Also: I genuinely love this series, keep it up!

    • @ArtOfTheProblem
      @ArtOfTheProblem  5 років тому

      @@VidCirman i'll do my best, stay tuned!

  • @user-ux6ne4ub3m
    @user-ux6ne4ub3m 5 місяців тому +1

    Коменты липовые !

  • @planktonfun1
    @planktonfun1 5 років тому

    that's great and all but its still really really really slow

    • @raresmircea
      @raresmircea 5 років тому +1

      Most people are playing youtube with increased speed today. So, that's one solution.

    • @planktonfun1
      @planktonfun1 5 років тому +1

      @@raresmircea no I mean neural nets simulating one takes hour even days, not to mention how huge training data could pile up, and after all the training application response times is really disappointing and unpredictable even

    • @raresmircea
      @raresmircea 5 років тому

      @@planktonfun1 :)) Sorry.