How AIs, like ChatGPT, Learn

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  • čas přidán 17. 12. 2017
  • How do all the algorithms, like ChatGPT, around us learn to do their jobs?
    Footnote: • How AI, Like ChatGPT, ...
    Thank you to my supporters on Patreon:
    James Bissonette, James Gill, Cas Eliëns, Jeremy Banks, Thomas J Miller Jr MD, Jaclyn Cauley, David F Watson, Jay Edwards, Tianyu Ge, Michael Cao, Caron Hideg, Andrea Di Biagio, Andrey Chursin, Christopher Anthony, Richard Comish, Stephen W. Carson, JoJo Chehebar, Mark Govea, John Buchan, Donal Botkin, Bob Kunz
    / cgpgrey
    How neural networks really work with the real linear algebra: • But what is a neural n...
    Music by: www.davidreesmusic.com

Komentáře • 22K

  • @tristandreemurr8755
    @tristandreemurr8755 Před rokem +40210

    Brilliant use of renaming to get videos back in the algorithm.

    • @boluaygepong5920
      @boluaygepong5920 Před rokem +421

      For real 😂😂😂

    • @Luredreier
      @Luredreier Před rokem +546

      Yep, was really surprised to see this again.
      But honestly, this really was brilliant. :-P

    • @Cebalrai234
      @Cebalrai234 Před rokem +313

      That has to be a real CZcams move

    • @boluaygepong5920
      @boluaygepong5920 Před rokem +117

      it’s still as accurate as ever

    • @stanleyfung5529
      @stanleyfung5529 Před rokem +234

      CGP seems to understand how the algorithm works

  • @krishp1104
    @krishp1104 Před rokem +13537

    For a second I was wondering how he made ChatGPT 5 years before it was released

    • @alyssert1743
      @alyssert1743 Před rokem +392

      same, but then I took a glance at the comments section and it all made sense

    • @thejackbox
      @thejackbox Před rokem +249

      yeah, felt a little manipulative tbh

    • @mrperfectcell1350
      @mrperfectcell1350 Před rokem +20

      ​@@thejackboxkinda true

    • @dat_fast_boi
      @dat_fast_boi Před rokem +196

      ​@@thejackbox yeah it's quite clickbaity
      when I saw this in my recommended, I was thinking "oh was ChatGPT a thing 5 years ago but just not as big as it is now?", not "oh I wonder how algorithms like ChatGPT work", mainly because I already generally know how algorithms work.

    • @ChuckSploder
      @ChuckSploder Před rokem +2

      XD yeah

  • @geitegud4282
    @geitegud4282 Před rokem +11210

    Did this guy just rebrand his how bots learn video from 5 years ago to get that chat gpt hype

  • @primenumberbuster404
    @primenumberbuster404 Před rokem +19379

    Lets be honest, this is a more sensible and genius rebranding than Mark did with facebook.

    • @OmDahake
      @OmDahake Před rokem +74

      Yep

    • @vCarpo
      @vCarpo Před rokem +736

      I thought for a second that he knew about chatgpt 5 years ago and got excited

    • @assemblycat
      @assemblycat Před rokem +81

      same, i found this super smart

    • @edk.2045
      @edk.2045 Před rokem +265

      except this explanation doesn't actually apply to ChatGPT or most modern AI models these days, those rely on a lot of complicated math stuff and not just natural selection
      although the rebranding was a power play it is likely just going to misinform people

    • @jerryy147
      @jerryy147 Před rokem +4

      true

  • @SaintMorselGrand
    @SaintMorselGrand Před 6 lety +22478

    "Teacher bot can't teach, But it can test" Did you just explain the entire American School system?

  • @linren4517
    @linren4517 Před 3 lety +4676

    "Teacher bot can't teach, but it can test."
    *LMAOO literally my teacher*

    • @stachuvonokrutny7071
      @stachuvonokrutny7071 Před 3 lety +241

      Haha, you will get recycled next week cause you get 0.000001 point less than someone else in ur class

    • @LuigiCotocea
      @LuigiCotocea Před 3 lety +61

      @@stachuvonokrutny7071 noo teacher please no god please!

    • @chrono6668
      @chrono6668 Před 3 lety +50

      Welcome to every school (-system) ever

    • @juliansfish617
      @juliansfish617 Před 3 lety +39

      LMAOO
      Laughing
      My
      Ass
      Off
      Off.

    • @roses2170
      @roses2170 Před 3 lety +8

      I swear I have literally the best school in the world-

  • @timdere
    @timdere Před rokem +4185

    I must say, five years later, ChatGPT is making big news. They must have learned a lot watching us watch CGP Grey

    • @Luredreier
      @Luredreier Před rokem +71

      ChatGPT *does* have a teacher bot, but they didn't kill all of his classmates unlike in this video.
      Instead teacher bot was punished or rewarded based on how well it guessed what output from ChatGPT we humans would prefer.
      Then it would punish or reward ChatGPT based on what teacher bot *thinks* we want, rinse and repeat till we got modern ChatGPT and Bing...

    • @kenthsaya-ang3718
      @kenthsaya-ang3718 Před rokem +42

      CGP-T Grey

    • @H0RIZ0N365
      @H0RIZ0N365 Před rokem +64

      He renamed the vid lately to push it into the algorithm again

    • @LordDomielOfElysium
      @LordDomielOfElysium Před rokem +6

      @@H0RIZ0N365 It’s working

    • @TheFlopped2979
      @TheFlopped2979 Před rokem +5

      ​@@H0RIZ0N365 r/woooosh

  • @conallmolloy4238
    @conallmolloy4238 Před rokem +849

    The audacity to retitled this video for the chatgpt hype
    I respect it

  • @yalkn2073
    @yalkn2073 Před 5 lety +5377

    "Teacher bot can't teach but teacher bot can test"
    Sounds familiar

  • @conall9415
    @conall9415 Před 3 lety +2432

    Imagine scrolling through CZcams and suddenly seeing a video recommended with the message "Please watch this, or they will delete me."

    • @user-ow9uo8mc4f
      @user-ow9uo8mc4f Před 3 lety +87

      oh... ...no... 😟

    • @elodaszodi1312
      @elodaszodi1312 Před 3 lety +74

      That'd be borderline sentinent. Brrr... :D

    • @admiralhyperspace0015
      @admiralhyperspace0015 Před 3 lety +30

      That is so terrifying.

    • @realimereads2707
      @realimereads2707 Před 3 lety +46

      They learnt how to play on human emotions just like actual people. I wonder if this starts a philosophical question as to whether it is ethical to dismiss the video in the chamce that they are truly sentient.

    • @heksariusl8916
      @heksariusl8916 Před 3 lety +4

      I would watch it

  • @CMT_Crabbles
    @CMT_Crabbles Před rokem +271

    Was this renamed to appeal more to search results today?!
    Damn.

    • @banned2911
      @banned2911 Před rokem +35

      I think so but for a second i freaked out thinking he actually predicted the future💀

    • @NeDaz
      @NeDaz Před rokem

      Its all just for money 😞

    • @epkoda
      @epkoda Před rokem +17

      ​​​​@@NeDaz I guess you could say it was for the youtube.... _algorithm_ ...

    • @jonathan_8747
      @jonathan_8747 Před rokem +18

      yeah
      smart move honestly, if you can take advantage of the new massive interest in this topic with a simple renaming of a video that talks about it why would you not
      id do it

    • @key099able
      @key099able Před rokem

      Feed feeder

  • @nateeeeeeeeeeeeeee
    @nateeeeeeeeeeeeeee Před rokem +177

    I was like "Was ChatGPT around 5 years ago?" And then I realized he just renamed how robots learn lmao

  • @ZPM7
    @ZPM7 Před 4 lety +2270

    So it's literally just throwing shit at the wall until it sticks on an incomprehensibly massive scale.

    • @coldfusionstormgaming1808
      @coldfusionstormgaming1808 Před 4 lety +58

      Yep.

    • @PhilipKaskela
      @PhilipKaskela Před 4 lety +284

      no, it's figuratively throwing shit at the wall until it sticks on an incomprehensibly massive scale

    • @IDWpresents
      @IDWpresents Před 4 lety +109

      In the algorithm outlined in this video, yes. It should be noted that "hot" ML stuff uses calculus to aim the shit and control the force of the throw

    • @combusted
      @combusted Před 4 lety +61

      so essentially evolution.

    • @jordanliu9747
      @jordanliu9747 Před 4 lety +28

      I mean that's what got us to where we are

  • @cian9393
    @cian9393 Před 4 lety +3026

    Wait so your telling me that if i dont watch all my recommended videos some poor algorithm bot will be sent to the slaughterhouse?

    • @neonbelly4
      @neonbelly4 Před 4 lety +176

      Cruelty 100

    • @certain_sloth
      @certain_sloth Před 4 lety +354

      No, it's going to the slaughter house regardless but this way the bot gets to have a successor.

    • @sus6788
      @sus6788 Před 4 lety +21

      :0

    • @anewspinonthings
      @anewspinonthings Před 4 lety +28

      art thou feeling it now mr krabs haha thanks. Your profile pic made me read this in a spongebob voice

    • @whirlpoolstudio97
      @whirlpoolstudio97 Před 4 lety +45

      Can I somehow pet the algorithm?

  • @stacklysm
    @stacklysm Před rokem +737

    CGP Grey is in another dimension of smart. Rebranding the video for the GPT hype and getting engagement from people noticing it.

    • @imibuks-replit
      @imibuks-replit Před rokem

      Yea

    • @soundscape26
      @soundscape26 Před rokem +14

      It would be better if he actually made new videos.

    • @Kaimax61
      @Kaimax61 Před rokem +3

      @@soundscape26 why make essentially the same video, just re-title-ing the video works wonders with how youtube work.

    • @blidea9191
      @blidea9191 Před rokem +6

      @@soundscape26 No, it f*cking wouldn't.

    • @soundscape26
      @soundscape26 Před rokem +2

      @@blidea9191 So you don't want new Grey videos? Alright then.

  • @pingdotlin
    @pingdotlin Před rokem +53

    you got me with the retitle Grey, you smart bastard

  • @catattack885
    @catattack885 Před 5 lety +2622

    *Dog in a bee suit.*
    *A.I: yeah, that's a pretty legit bee*

    • @j_the_guyis_taken3409
      @j_the_guyis_taken3409 Před 4 lety +61

      *Literal white noise*
      * A.I: that's a 3, wait no, a bee *

    • @SundaraRamanR
      @SundaraRamanR Před 4 lety +44

      He's a pretty legit bee if he wants to be, leave dogbee alone!

    • @skunko1871
      @skunko1871 Před 4 lety +38

      @@SundaraRamanR He can bee a bee if he wants to bee, leave dogbee bee!

    • @ParadoxapocalypSatan
      @ParadoxapocalypSatan Před 4 lety +2

      That bees being true

    • @Zamolxes77
      @Zamolxes77 Před 4 lety +8

      Big pair of breasts photographed sideways. Bot: that's a three !!!

  • @salsamancer
    @salsamancer Před 4 lety +1374

    I've definitely been assigned to some "special" CZcams bots

  • @PouLS
    @PouLS Před rokem +65

    CGP Grey, you sneaky bastard

  • @Vanessa.W
    @Vanessa.W Před rokem +173

    When I clicked this: “Wow, a new Grey vid!”
    When I saw the upload date: “When did ChatGPT release again?”
    When it clicked: “Did this man really rebrand this 5 year old video???”

  • @andrewdavis4295
    @andrewdavis4295 Před 5 lety +2129

    My algorithm bot seeing me watch this video: *sweats nevously*

  • @mahirorigami
    @mahirorigami Před 6 lety +19023

    A moment of silence for the bots that didn't make it

    • @zachzent8287
      @zachzent8287 Před 6 lety +59

      Mahir Cave.

    • @timbeaton5045
      @timbeaton5045 Před 6 lety +289

      All Bots Lives Matter!

    • @joevace8390
      @joevace8390 Před 6 lety +533

      some of them deserved it for recommending me "pranks gone wrong gone sexual" videos from watching cooking recipes

    • @trailmix7033
      @trailmix7033 Před 6 lety +56

      Mahir Cave i thought this was a robot holocaust video

    • @jarrod752
      @jarrod752 Před 6 lety +43

      Funny thing is most of them probably didn't even make it past a moment of life :D

  • @MarcosCartridge
    @MarcosCartridge Před 3 měsíci +285

    Last time I watched it, I saw another tech-looking thumbnail, out of ordinary. The title is How AIs, like GPT-4, learns (I could be incorrect tho)
    And before that I also saw the video years ago but it’s probably something like “How Machine Learns”
    Damn CGP Grey, you want us to watch the old video.
    You should have a medal from taking advantage of YT algorithm.

  • @lolsadboi3895
    @lolsadboi3895 Před rokem +38

    Babe, wake up!! New CGP Grey vide- oh never mind.

  • @CGPGrey
    @CGPGrey  Před 2 lety +14661

  • @lordodin401
    @lordodin401 Před 3 lety +1747

    CAPTCHA: Select squares with *Stop sign*
    Me: "Selecting the wrong ones"
    Future Autonomous Vehicles: Well, here we g...

    • @loganmoon380
      @loganmoon380 Před 3 lety +22

      Lmao

    • @neilemminger8628
      @neilemminger8628 Před 3 lety +53

      I think... In order for this to work, they'd have to be testing a large number of people simultaneously, then assuming that the average was correct?
      Meaning, the way to get around these "are you human" tests is to have a million bots surge across the internet. The first time any bot sees a picture, it picks a random answer and then saves both the picture and the answer to a shared database. Then, when any bot comes across the same picture, it gives the same answer.
      Or, I guess, they could have bad bots (or cheap foreign labor) pre-selecting "correct" answers, then using the internet to refine those answers.

    • @reterbid6215
      @reterbid6215 Před 3 lety +8

      "Cruising on down main street!"

    • @ceruchi2084
      @ceruchi2084 Před 3 lety +32

      ​@@neilemminger8628 I think the way it works is, a couple of the photos are known stop signs (from earlier tests or by developer input) and then they throw in a few pictures they're not sure about. If you get the first two right, they know you're a human, and so they trust your answer on the last one. But then I'm sure it's averaged out after thousands of trials, since some real humans are like half blind and probably fail these Captchas.

    • @ianglazko3256
      @ianglazko3256 Před 3 lety +18

      @@neilemminger8628 This used to be how captchas worked back when it showed you two words. One was pre-generated as the actual test, the other was a scan from a book or something that was being digitized. If you got the test word correct, it would take your other one regardless of how correct it was. Once it had enough people in agreement, it would confirm that the scan was of whatever word people were saying it was. Of course, 4-chan found this out somehow and did what they do, to incorrectly insert a number of slurs into these digital versions of books.

  • @drqueso6601
    @drqueso6601 Před rokem +31

    incredible rebranding grey

    • @justquacks
      @justquacks Před rokem +1

      literally went "you dirty dog"

  • @Phantom-ws2hj
    @Phantom-ws2hj Před rokem +27

    i love how the renaming proves the point in the video

  • @Pearll_.
    @Pearll_. Před 3 lety +737

    “Teacher bot can’t teach but it can test”
    of course it’s a teacher

  • @thetwilightgamer
    @thetwilightgamer Před 3 lety +1949

    5:48
    Lately almost every “are you a robot” quiz I’ve gotten had been for either crosswalks or stop signs, I didn’t even think about it until I watched this!

    • @piknick3011
      @piknick3011 Před 3 lety +12

      So coool wutt

    • @chrisj4288
      @chrisj4288 Před 3 lety +65

      The problem is, you can still get it wrong. So what happens if you get it wrong? Does it even matter? The point of these is to check that you're human, but if it always accepts what you give it, then that isn't achieved. However, if it already knows which ones are correct, then it also isn't learning anything.
      So what's the deal?

    • @greatestbear
      @greatestbear Před 3 lety +186

      @@chrisj4288 The same test is given to a lot of people. It's looking for consensus among the human test takers. If you click mostly tiles that the other humans have also clicked, it figures you're human. If you click random tiles, it says you are a robot. It it's unsure, or if the image is too new to know what humans typically do, it gives you multiple images before rendering a verdict. You've probably seen that happen. Each time another human takes the test for a given image, it gets more and more confident in which tiles are, say, crosswalks, and which are not. Once it's confident enough, that image goes out of circulation as is used to train self-driving cars and a new one cycles in.

    • @chrisj4288
      @chrisj4288 Před 3 lety +12

      @@greatestbear interesting

    • @yjk92
      @yjk92 Před 3 lety +31

      @@greatestbear The test measures things like how your cursor moves and etc so it can tell you're human regardless of your test score. If you intentionally pick random pics, I'm sure the algorithm will consider you a human but disregard your answers.

  • @yehonatanduek8705
    @yehonatanduek8705 Před rokem +35

    Clever play grey, very clever XD

  • @TheExplosion
    @TheExplosion Před rokem +11

    POV: you saw the video was from 5 yrs ago, and is confused if ChatGBT is that old

  • @somebody937
    @somebody937 Před 4 lety +1525

    "Hey, if you have an infinite amount of monkeys banging on keyboards, eventually one of them will produce Shakespeare"
    Computer Programmers: "Hmmmmmm..."

    • @morgankasper5227
      @morgankasper5227 Před 3 lety +194

      "what if you filter out the bad monkeys and keep the best"

    • @soup1758
      @soup1758 Před 3 lety +1

      Stopask Inggoogle well its slowing gonna work against us as humans slowly but steadily become more stupider

    • @Lucas-sk5iy
      @Lucas-sk5iy Před 3 lety +18

      @@soup1758 Well if this fucking comment is anything to go by... you're 100% correct

    • @kabobawsome
      @kabobawsome Před 3 lety +24

      If you simply eliminate the ones writing the things least like Shakespeare, regularly, then you might not get a work of Shakespeare, but you'll get something close.

    • @Elyzeon.
      @Elyzeon. Před 3 lety

      @Untitled 1 you are dim.

  • @zrkha
    @zrkha Před 2 lety +2392

    “Teacher can’t teach.. but teacher bot can test”
    Just like real life

    • @tenkora1
      @tenkora1 Před 2 lety +80

      As a teacher I take offence. We are not allowed to teach. The tests by the way, asses the teachers, not the students.

    • @AkshatSinghania
      @AkshatSinghania Před 2 lety +7

      exactly , i had the same thought

    • @aurelia8028
      @aurelia8028 Před 2 lety +5

      If you're not getting anything out of school, then the problem lies with you. Maybe you should put in more effort, smartass. You're not there just to waste time.

    • @eduardoxenofonte4004
      @eduardoxenofonte4004 Před 2 lety +41

      @@aurelia8028 please tell me this is a joke

    • @bladesides
      @bladesides Před 2 lety +24

      @@aurelia8028 damn who hurt you

  • @dameazize
    @dameazize Před rokem +29

    Clever rebranding sir, clever rebranding

  • @Boffking
    @Boffking Před rokem +37

    I didn't know ChatGPT existed five years ago

    • @SirAU
      @SirAU Před rokem +6

      he rebranded the video

    • @nyan5000
      @nyan5000 Před rokem +1

      ​@@SirAU wow almost like it's a joke...

    • @SirAU
      @SirAU Před rokem +2

      @@nyan5000 Sarcasm, jokes, and genuine questions can be differentiated by their wording.

  • @rath4848
    @rath4848 Před 3 lety +8510

    "Teacher bot can't teack but teacher bot can test." Yea that pretty much summarizes my whole school experience

    • @akash_4769
      @akash_4769 Před 3 lety +152

      Well said

    • @loopkill
      @loopkill Před 3 lety +100

      Underrated comment

    • @RealNaisuCinema
      @RealNaisuCinema Před 3 lety +91

      If you had posted this when the video first came out you would’ve gotten thousands of likes

    • @builderboy0251
      @builderboy0251 Před 3 lety +6

      Ikr

    • @o_o2868
      @o_o2868 Před 3 lety +2

      hope you were not wasted

  • @Warbear
    @Warbear Před 6 lety +7039

    making the bots look adorable and harmless is how we end up with skynet

    • @-haclong2366
      @-haclong2366 Před 6 lety +202

      Skynet > advertisements that aren't catered specifically to my delicate needs.

    • @Choujeen
      @Choujeen Před 6 lety +61

      Kawaiinet

    • @jalleonothing5946
      @jalleonothing5946 Před 6 lety +2

      I agree.

    • @jonathanramos1792
      @jonathanramos1792 Před 6 lety +3

      ComradeWarbear true

    • @dgomez112
      @dgomez112 Před 6 lety +16

      You’re getting paranoid, maybe you’ve watched too many of grey’s videos...

  • @gnramires
    @gnramires Před rokem +16

    A note: the method of training bots here does work, and is used in many cases, particularly when you're training bots say to play games, for which the test is somewhat expensive to make. For bots that do say classification, a somewhat different method is used, that's called "gradient descent". It's similar to the evolution (random change and test) shown here with a specific insight: if you make a small change, and the bot improves, then it stands to reason you should do more of that change, or do that change multiple times. Gradient descent tests the kinds of changes that improve the bots, and then does more of the change that works best (it can also be understood as the 'direction of most improvement', which is by definition the gradient, hence "gradient descent"). This extra insight makes improvement significantly faster.

  • @bilbert2736
    @bilbert2736 Před 3 lety +648

    so then the bot that recommended me "cutest moments in anime" is going straight into the boiler room

  • @sholtzi2593
    @sholtzi2593 Před 3 lety +13116

    This would be substantially more terrifying if the bots weren't drawn to be so cute...

    • @MarsellaFyngold
      @MarsellaFyngold Před 3 lety +419

      Right? Especially at the end "allright. . . . the algorithm's watching. You guys know what's coming. . . . come on you guys, the bots are watching."

    • @superhappygamer1162
      @superhappygamer1162 Před 2 lety +127

      I love the little algorithms! So cute!

    • @pyramidteam9961
      @pyramidteam9961 Před 2 lety +218

      I got immediately attached to the bot with the cone on its head just to see it be incinerated minutes later

    • @Bxll_Bxll
      @Bxll_Bxll Před 2 lety +10

      1k likes!

    • @qwertystudios3815
      @qwertystudios3815 Před 2 lety +24

      I’d say that’s worse. I feel so bad!

  • @kaffii
    @kaffii Před rokem +35

    I see your tricks of updating old videos grey

  • @Natalie-101
    @Natalie-101 Před rokem +25

    Hell yeah grey get those trending topic clicks!

  • @TierZoo
    @TierZoo Před 6 lety +12305

    So machine learning is just mutation+natural selection on an absolutely enormous scale, then! Watching this reminded me of how bacteria gain resistance to a drug.

    • @TiredRandon4742
      @TiredRandon4742 Před 6 lety +186

      TierZoo where does the mutuation part of the analogy come from?

    • @TierZoo
      @TierZoo Před 6 lety +1238

      He says each bot is different. "At first, the builder bot connects the wires in the bots' brains almost at random". This is analogous to mutation. As the tests go on, the good bots are optimized by creating and testing slight permutations of the most successful ones. Just like a mutation.

    • @I3asher
      @I3asher Před 6 lety +360

      The good bots adapt to the new test environment while the bad ones get "naturally selected".

    • @Horny_Fruit_Flies
      @Horny_Fruit_Flies Před 6 lety +253

      TierZoo Oh, hello there. I would say that biological evolution is also on an enormous (in fact, global) scale, but the evolution of bots is accelerated extremely due to the computing power of machines, and since there are no interruptions in the proccess like slow breeding and development. And the selection of bots is much more intense. I think Earth would be left barren if less than 0.01% of organisms survived long enough to breed.

    • @MrRanderas
      @MrRanderas Před 6 lety +40

      at least the ones grey explained here(adversarial NNs) are

  • @yutahkotomi5156
    @yutahkotomi5156 Před 4 lety +618

    "I don't know how it works, it just does."
    -Charles Botwin, _On the Origin of Bots,_ about the theory of robotic evolution and artificial selection

    • @vizonegames1368
      @vizonegames1368 Před 4 lety +6

      wait did Darwin actually say that?

    • @dudep504
      @dudep504 Před 4 lety +7

      I see what you did there...
      (Charles darwin to charles BOTwin, origin of bots, and artificial selection)

  • @KingShade1
    @KingShade1 Před rokem +46

    It's crazy how CGP Grey knew about ChatGPT and BingChat 5 years ago!! Never ceases to amaze me!!

    • @OatMeaIs
      @OatMeaIs Před rokem +4

      The mad man renamed it so the video would be promoted again :D

    • @bornach
      @bornach Před rokem +3

      ​@@OatMeaIs thus putting into practice what he had explained in the video itself. The bots have been very well trained indeed

  • @pwatoscry2087
    @pwatoscry2087 Před rokem +20

    i love the titiles this video has had over time

  • @hopehemingway6279
    @hopehemingway6279 Před 3 lety +2596

    I’ve watched this so many times and every time the ending gets me

  • @bolt5564
    @bolt5564 Před 3 lety +1293

    5:35 If every time I get a "are you a robot" question on the internet I'm training robots, then there are some very messed up bots in this world now.

    • @swordzanderson5352
      @swordzanderson5352 Před 2 lety +96

      @Andres Duran Which means you're partially responsible for their death

    • @alzhanvoidsansado
      @alzhanvoidsansado Před 2 lety +59

      @@swordzanderson5352 LETS KILL MORE ROBOTS. WRONG ANSWER FOR YOU, WRONG ANSWER FOR THEM, WRONG ANSWER FOR EVERYONE! AHAHAHAHA!

    • @shadowlord0162
      @shadowlord0162 Před 2 lety +9

      @@alzhanvoidsansado FINISH THEM!!1!

    • @carolinacortesmartinez4305
      @carolinacortesmartinez4305 Před 2 lety +1

      @@shadowlord0162 WHOEVER IS COMPLETING THE TEST WINS!!!!!!!!!!!!!!1!!!!!!!!1!!!!!!!!1!!!!!!!!1!!!!!!!11!!!! ULTIMATE BOTTALITY!!!!!!!! *CRASH OCURRED WITH THE BUILDER BOT, THE ALGORITHM IS LOOOOOOOOOOOOST*

    • @shadowlord0162
      @shadowlord0162 Před 2 lety +3

      @@carolinacortesmartinez4305 are you ok?

  • @henrikbibliotek
    @henrikbibliotek Před rokem +8

    For anyone curious, I asked ChatGPT 'What is the difference between a bee and a 3?', and it responded:
    "A bee is an insect that belongs to the order Hymenoptera, while a 3 is a numeral that represents the quantity three.
    In other words, a bee is a living organism, while 3 is an abstract concept used in mathematics and other fields to represent a specific quantity. They are completely different things and cannot be compared directly as they belong to different categories."

  • @guillermorey2574
    @guillermorey2574 Před rokem +17

    I thought ChatGPT was invented in 2021, and yet I came across this video from more than 5 years ago, nice 😂

  • @jeffymcjeff281
    @jeffymcjeff281 Před 5 lety +710

    So... the next time you get recommended a CGP Grey video and you either dont watch it all the way through or dont even click on it, a poor learning bot dies. So sad

    • @jjprs3062
      @jjprs3062 Před 5 lety +47

      #allbotlivesmatter

    • @yasminafarih3681
      @yasminafarih3681 Před 5 lety +24

      This is why I became a YT addict!!!
      I shall save them all!!

    • @jjprs3062
      @jjprs3062 Před 5 lety +19

      @@yasminafarih3681 Its too dangerous to tread alone.. here....take this!
      **gives you a algorithm sword**

    • @squirlmy
      @squirlmy Před 5 lety +2

      but, if you write a scathing criticism in posts or rate it poorly, and even recommend others not watch the videos, you are still feeding the bots. Maybe we should think of learning bots as "undead", and they're feeding on BRAINZ!

    • @jjprs3062
      @jjprs3062 Před 5 lety +7

      @@squirlmy hmmm......
      **goes to Algo's Rithms's Bots store**
      **buys two pounds of "scathing criticism"**
      **walks out of store**
      **an army of algorithm bots beat me senseless**
      **steals my packs**
      **munchs on "scathing criticism mindlessly**

  • @TotallyHuman
    @TotallyHuman Před 3 lety +4929

    "Magic is just science we can't understand." I firmly stand by my belief that computers are becoming literal magic.

  • @MsQueenOfDance
    @MsQueenOfDance Před rokem +10

    "Oo! New CGP Grey vid in my recommended feed!"
    ...
    "Wait a minute"

  • @andrasfogarasi5014
    @andrasfogarasi5014 Před rokem +13

    A nice sensible retitle.

  • @coreyberther2308
    @coreyberther2308 Před 3 lety +1030

    This is simplified perfectly. Not too much information so that people don’t understand, but not too little that it makes my profession seem like an overpaid typer.

    • @cmilmine
      @cmilmine Před 3 lety +41

      Not at all your profession sounds awesome. How'd you get into that. I'm old, and I love AI, but don't work in tech.

    • @maxkho00
      @maxkho00 Před rokem +7

      Isn't it wrong, though? What he described is evolutionary computation, but, as far as I'm aware, the vast majority of ML algorithms aren't that. To my knowledge, neural networks, naive Bayes, and random forest are far more widespread.

    • @iainbryant4561
      @iainbryant4561 Před rokem +7

      @@maxkho00 there's a footnote video explaining the reasoning behind selecting this type of algorithm and providing an explanation for the more widespread ones.

    • @maxkho00
      @maxkho00 Před rokem +1

      @@iainbryant4561 I see, thank you. I'm glad he made a separate video on it, as this would have been a bit misleading otherwise.

    • @nightcross1030
      @nightcross1030 Před rokem

      @@maxkho00 logistic regressions as far as the eye can see

  • @ChumMiser
    @ChumMiser Před 6 lety +496

    The only reason why we aren’t a super society is because I always choose conflicting things on CZcams and Netflix, and intentionally fail those picture tests to slow down progress

    • @amphicyon4359
      @amphicyon4359 Před 6 lety +87

      Our boy out here saving us from skynet

    • @tyab87
      @tyab87 Před 6 lety +6

      Saaame, I keep looking for random videos with like 10 views of some arabic or spanish dude showing his new motorbike

    • @9volt65
      @9volt65 Před 6 lety +5

      Shotouts to my mans for stopping the robot apocalypse.

    • @dracomeateor3
      @dracomeateor3 Před 6 lety +1

      I do those, by mistake! I'm not a bot even though I fail the test please believe me

    • @ohlookitsme9913
      @ohlookitsme9913 Před 6 lety

      Too bad because you're just a drop in the bucket

  • @thatguyisaiahwolfe3208
    @thatguyisaiahwolfe3208 Před rokem +24

    Smart rebrand their grey

  • @thepenguin9
    @thepenguin9 Před rokem +18

    Sneaky sneaky cgp 🐝

  • @izyaboi9844
    @izyaboi9844 Před 5 lety +1210

    Teacher bot:"pretty good"
    Builder bot:
    *BUT NOT GOOD ENOUGH*
    *kicks student bot into furnace*

  • @Picklepvp2
    @Picklepvp2 Před 6 lety +192

    The little bots are so cute at least at the end

    • @burnstjamp
      @burnstjamp Před 6 lety

      Note that they're most likely all gonna die

    • @diegodiaz380
      @diegodiaz380 Před 6 lety

      We got a new mascot for the Internet.

  • @kartikiyer3067
    @kartikiyer3067 Před rokem +7

    I am fully aware that this is the "How do machines Learn" video from 5 years ago but I am going to watch it again because it is an amazing video!!!

  • @Burningfiretaco
    @Burningfiretaco Před rokem +21

    sneaky sneaky grey

  • @matin563
    @matin563 Před 5 lety +2224

    2:57 "Teacher bot can't teach, but teacher bot can test"
    Sounds familiar...

    • @melchid8448
      @melchid8448 Před 5 lety +18

      I heard it somewhere

    • @weesalikesmilktea4829
      @weesalikesmilktea4829 Před 5 lety +101

      Replace "teacher bot" with "the educational system" and you've got a classic saying everyone knows

    • @miniature9079
      @miniature9079 Před 5 lety +36

      This comment sounds familiar!

    • @shiningemeralds8024
      @shiningemeralds8024 Před 5 lety +16

      You think your educational system is bad? The Australian educational system is even worse :( Your lucky that over 12 years you get more than 1 year more holidays than us :(

    • @weesalikesmilktea4829
      @weesalikesmilktea4829 Před 5 lety +1

      @@shiningemeralds8024 Right, I'll change the comment

  • @troperhghar9898
    @troperhghar9898 Před 6 lety +160

    Dear god that ending was sad

    • @-haclong2366
      @-haclong2366 Před 6 lety +2

      ¿How? It was just what CZcamsrs have to say nowadays.

    • @rook2215
      @rook2215 Před 6 lety +1

      Just in case anyone reads this, psa. that’s fake. Don’t click the link.

  • @Deb_Boi
    @Deb_Boi Před rokem +10

    This dude is a genius, he renamed the video for the algorithm.

  • @trollster7133
    @trollster7133 Před rokem +7

    My guy dug up and renamed a 5 year old video instead of just making a new one to explain chatgpt. Brilliant

  • @Ivanho
    @Ivanho Před 3 lety +1019

    This is a random comment so the algorithm can recommend this to more people

  • @qhtl9
    @qhtl9 Před 6 lety +208

    The end killed me!

    • @r_s_guerrero
      @r_s_guerrero Před 6 lety +1

      Skynet lol

    • @TheEtherny
      @TheEtherny Před 6 lety +1

      I feel like when you meet a teacher that teaches something that he actually masters, it's just pure gold

  • @pixelatorg9734
    @pixelatorg9734 Před 9 měsíci +81

    This video came out when I was 13 and I remember it coming out and being so exited for a new cgp gray video, and now I feel the same and continue to go back and watch all these older videos as if they just came out yesterday. Keep up the great content!

  • @paprus5972
    @paprus5972 Před rokem +10

    He updated the video to include a reference to Chat GPT. Nice.

  • @wyattwren279
    @wyattwren279 Před 6 lety +215

    Omg he also has podcasts I can listen to in the background while I'm tidying up my allroom or whatever

    • @lot.bajrami
      @lot.bajrami Před 6 lety +1

      😂😂😂

    • @paulmackilligin1754
      @paulmackilligin1754 Před 6 lety

      What's an 'allroom'?

    • @orangeflame568
      @orangeflame568 Před 6 lety +1

      CGP Grey has a video on how to be unhappy. In that video an 'allroom' is defined as a single room that meets all of your needs so you never need to move from it.

  • @anarghirosdumitrache7362
    @anarghirosdumitrache7362 Před 3 lety +585

    ill watch youtube endlessly just to keep that one bot monitoring me alive. Stay safe lil buddy

  • @gauerrr
    @gauerrr Před rokem +10

    Gotta appreciate one's ability to refurbish 5 years old content like it's brand new.

  • @suomynona4051
    @suomynona4051 Před rokem +10

    I'm not even mad at the rebranding. Make that money

  • @Corrupted
    @Corrupted Před 2 lety +2896

    This is horrifying and interesting at the same time

  • @carolinephillips9255
    @carolinephillips9255 Před 5 lety +414

    Bot slaughterhouse sounds like a great metal band

    • @slpr666
      @slpr666 Před 5 lety +10

      Sounds like a really bad emo/punk band.

  • @oscarwind4266
    @oscarwind4266 Před rokem +7

    Clever.
    Both grey rebranding the video and the tech.

  • @MmeHyraelle
    @MmeHyraelle Před rokem +8

    Brilliant renaming makes me rewatch this, thanks :)

  • @kyn21243
    @kyn21243 Před 6 lety +522

    teacher bot cant teach, but teacher bot can....TEST!

    • @Ms19754
      @Ms19754 Před 6 lety +149

      This applies to soo many human teachers as well

    • @Ligma.69420
      @Ligma.69420 Před 6 lety +23

      PORTAL MAKES SENSE NOW

    • @philipottey7723
      @philipottey7723 Před 6 lety +2

      I'm pretty sure Ajit Pai failed the teacher bot's net neutrality test.

    • @LukeGeoDude
      @LukeGeoDude Před 6 lety +1

      Kalina Yes you Fucking idiot that was the joke.

    • @azaria_phd
      @azaria_phd Před 6 lety +3

      Borbali why do you have to insult?

  • @suspicousman69
    @suspicousman69 Před 4 lety +770

    damn my student bot is lucky i keep youtube open ALL the time
    he s probably the algorithim by now i m so proud of him

    • @anothertheory147
      @anothertheory147 Před 4 lety +23

      They dont know we spend all night watching youtube

    • @BearHawkful
      @BearHawkful Před 4 lety +2

      hahahaha

    • @kellynolen498
      @kellynolen498 Před 4 lety +13

      Dammit Denis is this why i keep getting "Hitler rants..." Videos and Ericka trap remix??? And the my Little ponys i dont want that on my feed!!!!

    • @suspicousman69
      @suspicousman69 Před 4 lety +4

      @@kellynolen498 don t worry i stopped

    • @kazoo.wav_
      @kazoo.wav_ Před 4 lety +1

      Kelly Nolen Walt I exactly get those stuff!!!!!!!!!!!!

  • @nduduzoblose4355
    @nduduzoblose4355 Před rokem +7

    DUUUUUDE I was wondering how the hell this was posted five years ago, before ChatGPT was a thing.
    For a second there I thought I pulled a quantum leep or something.
    Grey my friend, you are an evil genius

  • @augustuslxiii
    @augustuslxiii Před rokem +34

    Fairly re-naming a video to get better algorithmic placement is a big-brain move. Well done!

  • @bugleberryfancam5820
    @bugleberryfancam5820 Před 6 lety +497

    Can I please get a plushie of the "special" student bots?

  • @OtakusRUs2
    @OtakusRUs2 Před 5 lety +711

    We are essentially seeing the process of *millions* of years of human evolution progress over the course of a single lifetime. It constantly blows my mind. What a time to be alive.

    • @AndreaRoll
      @AndreaRoll Před 5 lety +50

      imagine when bots from CZcams starts internet world war with the bots of Dailymotion

    • @daniellewilson8527
      @daniellewilson8527 Před 5 lety +6

      @@AndreaRoll Never heard of Ddailymotion before this comment

    • @kaushallsenthilnathan4175
      @kaushallsenthilnathan4175 Před 5 lety +45

      Born too early to explore the Galaxy, born too late to explore the globe, but just in time to watch bots get slaughtered.

    • @OtakusRUs2
      @OtakusRUs2 Před 5 lety +19

      @@kaushallsenthilnathan4175 Born in time for gene therapy, maybe even born in time for cybernetic prosthesis. Machine learning and AI could boost scientific progress exponentially, extreme concepts such as immortality may be seen within our lifetime. Assuming we don't destroy ourselves first, of course.

    • @Kimoto504
      @Kimoto504 Před 4 lety +1

      Yep, from flesh to culture & language to tech, to AI. We're in the end game. It'll be wonderful or horrible even within the lifetimes of some boomers and certainly X'ers, to say nothing of Gen X's kids who aren't even kids anymore.

  • @DamonCzanik
    @DamonCzanik Před rokem +5

    The algorithm worked. Just seeing ChatGPT on a video 5 years old definitely caught my attention. Bravo sir. Bravo.

  • @ciscoserrano
    @ciscoserrano Před rokem +12

    Clever, Grey. Very clever.

  • @hakuyowane4505
    @hakuyowane4505 Před 6 lety +558

    The bots at the end are adorable but also really unsettling.

  • @cameronh3260
    @cameronh3260 Před 6 lety +328

    The student bot brought me here so he wouldn't be killed

  • @8684LYFE
    @8684LYFE Před rokem +17

    Cheeky, Grey, cheeky hahaha

  • @SpacePotato08
    @SpacePotato08 Před 3 lety +148

    3: 3-shaped
    *"yes, the floor here is made out of floor"*

  • @AA-cg1wm
    @AA-cg1wm Před 3 lety +320

    "The algorithm brought this video for you"
    Me : No, I just search this on his channel

    • @urielantoniobarcelosavenda780
      @urielantoniobarcelosavenda780 Před 3 lety +14

      Yeah, but the algoritm let you to this channel

    • @GnosticLucifer
      @GnosticLucifer Před 3 lety +9

      @@urielantoniobarcelosavenda780 no I searched hexagon are the bestagons cause someone commented that on why are there only 7 days in week which I searched on my own.... I'm glad I don't rely on recommendations so much...

    • @GnosticLucifer
      @GnosticLucifer Před 3 lety +1

      @BaconatorPizza nah 'hexagons are the bestagons' is pretty specific!

    • @Ezalech
      @Ezalech Před 3 lety +8

      @@GnosticLucifer Dude, you're not immune to algoritm xD It doesn't matter if you don't rely on recommendations. Everything you do or see here is going to be used on so many other things

    • @user-pz6kq2tv9m
      @user-pz6kq2tv9m Před 3 lety +1

      What if I knew him in person? Is that still an algorithm?

  • @hh126
    @hh126 Před rokem +29

    he rebranded the video to chatgpt

  • @Ruts2678
    @Ruts2678 Před rokem +18

    i thought this was a new video for a sec

  • @cemo475
    @cemo475 Před 6 lety +331

    CGP Grey, I haven't seen that name on my subscriptions tab for a while now

    • @TlalocTemporal
      @TlalocTemporal Před 6 lety +3

      Are the bots dropping the ball?

    • @wurmsrus2
      @wurmsrus2 Před 6 lety +1

      he doesn't upload very often but in case you've been missing videos you can sign up for email updates on www.cgpgrey.com/

    • @Wolfeson28
      @Wolfeson28 Před 6 lety +1

      "Now that's a name I've not seen on my subscriptions tab in a looong time."

    • @JordanBeagle
      @JordanBeagle Před 6 lety

      Jerry Yuan You must be new, he once went nearly six months between video releases

    • @odge99
      @odge99 Před 6 lety +2

      The bots are what give CGP his power. They're an energy field created by all living things. They surround us. They penetrate us. They bind the galaxy together.

  • @darrylarrington8323
    @darrylarrington8323 Před 3 lety +479

    This sounds like the "infinite monkeys" method of programming, where eventually they'll come up with Shakespeare.

    • @Morningstar_37
      @Morningstar_37 Před 3 lety +50

      Yeah, but you have 1000 monkeys, let them type, kill the 999 worst of them and make 999 almost perfect, just slightly altered copies of the best one, and repeat.

    • @RedzeeTV
      @RedzeeTV Před 3 lety +9

      @Miller Lacarte its like... life... WE are the AI bots... everything is... a simulation

    • @donottrustanyonelol
      @donottrustanyonelol Před 3 lety +7

      @@RedzeeTV I am

    • @natebrown2805
      @natebrown2805 Před 3 lety +6

      You take a million monkeys, have each of them type out a string equal in length to the entire works of Shakespeare, figure out which one came the closest, kill the rest, clone the remaining one with minor random alterations in its string-production method, rinse and repeat. It's a much faster way of getting Shakespeare's entire works, if that's all you want.

    • @freescape08
      @freescape08 Před 3 lety +1

      That's the "slightly" less efficient method, but they both come out with the same result... Eventually.

  • @DecisiveZoom
    @DecisiveZoom Před rokem +5

    CGP double dipping and I respect it

  • @tylerdriskell8503
    @tylerdriskell8503 Před rokem +13

    I can’t believe Grey was out here talking about chat gpt 5 years ago

    • @oatatas
      @oatatas Před rokem

      @antonchannel Really? I could have sworn I learned about ChatGPT 5 years ago through this very video.

  • @TheIZI6
    @TheIZI6 Před 4 lety +858

    "It just works"
    - Todd Howard

    • @BFDI_Leaf
      @BFDI_Leaf Před 3 lety +3

      TheIZI6 lol

    • @cagataysunal1130
      @cagataysunal1130 Před 3 lety +6

      He was a prophet all along.

    • @ClassifiedPerson
      @ClassifiedPerson Před 3 lety +2

      That is pretty intelligent thought.

    • @spartan1010101
      @spartan1010101 Před 3 lety +3

      16x the bot slaughterhouses, 4x the bot quizzes

    • @pcou715
      @pcou715 Před 3 lety +2

      IT JUST WORKS IT JUST WORKS LITTLE LIES STUNNING SHOWS PEOPLE BUY MONEY FLOWS IT JUST WOOOOORKS!

  • @hozaifabhutta1424
    @hozaifabhutta1424 Před 4 lety +813

    I am going, to be honest. This video is what got me interested in machine learning for the past year. I've learned so much stuff since watching this and I just want to thank you, CGP Grey. In fact, this video basically picked my career choice for me. It's so amazingly made, and I just want to thank you for making this.

    • @maxant4285
      @maxant4285 Před 4 lety +21

      So you want to make more bots.

    • @Voltaic314
      @Voltaic314 Před 4 lety +25

      If you're more interested in the practicality of it rather than the analytical coding side of it, I'd look into Code Bullet, he has some really fun-to-watch machine learning videos playing popular internet / retro games like Flappy Bird, Snake, and hill-climb racing. Pretty cool to watch! I've been obsessed with the content of it all for years but I'm not much of a programmer nor do I have the motivation to go learning programming just to get it all sorted, but that doesn't mean it's not interesting!
      link to Code Bullet's channel: czcams.com/channels/0e3QhIYukixgh5VVpKHH9Q.html
      Bonus: Tom Seven's AI playing old NES games is also way fun to watch!
      link to that here ---> czcams.com/video/xOCurBYI_gY/video.html

    • @gardsreng6337
      @gardsreng6337 Před 4 lety +17

      No, thank the bots that chose this video for you

    • @brianbradley6546
      @brianbradley6546 Před 4 lety +14

      ...I hope you like linear algebra

    • @theterribleanimator1793
      @theterribleanimator1793 Před 4 lety +1

      @@brianbradley6546 OH FUCK THAT!