How AIs, like ChatGPT, Learn

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  • เผยแพร่เมื่อ 20 พ.ย. 2024

ความคิดเห็น • 22K

  • @primenumberbuster404
    @primenumberbuster404 ปีที่แล้ว +22087

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

    • @OmDahake
      @OmDahake ปีที่แล้ว +78

      Yep

    • @vCarpo
      @vCarpo ปีที่แล้ว +801

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

    • @assemblycat
      @assemblycat ปีที่แล้ว +90

      same, i found this super smart

    • @edk.2045
      @edk.2045 ปีที่แล้ว +287

      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 ปีที่แล้ว +4

      true

  • @CGPGrey
    @CGPGrey  3 ปีที่แล้ว +15275

  • @krishp1104
    @krishp1104 ปีที่แล้ว +16475

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

    • @alyssert1743
      @alyssert1743 ปีที่แล้ว +525

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

    • @thejackbox
      @thejackbox ปีที่แล้ว +336

      yeah, felt a little manipulative tbh

    • @mrperfectcell1350
      @mrperfectcell1350 ปีที่แล้ว +37

      ​@@thejackboxkinda true

    • @dat_fast_boi
      @dat_fast_boi ปีที่แล้ว +261

      ​@@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 ปีที่แล้ว +4

      XD yeah

  • @timdere
    @timdere ปีที่แล้ว +4577

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

    • @Luredreier
      @Luredreier ปีที่แล้ว +83

      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 ปีที่แล้ว +45

      CGP-T Grey

    • @H0RIZ0N365
      @H0RIZ0N365 ปีที่แล้ว +71

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

    • @LordOfElysium
      @LordOfElysium ปีที่แล้ว +9

      @@H0RIZ0N365 It’s working

    • @TheFlopped2979
      @TheFlopped2979 ปีที่แล้ว +6

      ​@@H0RIZ0N365 r/woooosh

  • @Warbear
    @Warbear 7 ปีที่แล้ว +7695

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

    • @-haclong2366
      @-haclong2366 7 ปีที่แล้ว +208

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

    • @Choujeen
      @Choujeen 7 ปีที่แล้ว +63

      Kawaiinet

    • @jalleonothing5946
      @jalleonothing5946 7 ปีที่แล้ว +3

      I agree.

    • @jonathanramos1792
      @jonathanramos1792 7 ปีที่แล้ว +3

      ComradeWarbear true

    • @dgomez112
      @dgomez112 7 ปีที่แล้ว +18

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

  • @conall9415
    @conall9415 3 ปีที่แล้ว +3382

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

    • @user-ow9uo8mc4f
      @user-ow9uo8mc4f 3 ปีที่แล้ว +110

      oh... ...no... 😟

    • @elodaszodi1312
      @elodaszodi1312 3 ปีที่แล้ว +87

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

    • @admiralhyperspace0015
      @admiralhyperspace0015 3 ปีที่แล้ว +42

      That is so terrifying.

    • @realimereads2707
      @realimereads2707 3 ปีที่แล้ว +58

      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 3 ปีที่แล้ว +10

      I would watch it

  • @mahirorigami
    @mahirorigami 7 ปีที่แล้ว +20566

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

    • @zachzent8287
      @zachzent8287 7 ปีที่แล้ว +60

      Mahir Cave.

    • @timbeaton5045
      @timbeaton5045 7 ปีที่แล้ว +309

      All Bots Lives Matter!

    • @joevace8390
      @joevace8390 7 ปีที่แล้ว +554

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

    • @trailmix7033
      @trailmix7033 7 ปีที่แล้ว +59

      Mahir Cave i thought this was a robot holocaust video

    • @jarrod752
      @jarrod752 7 ปีที่แล้ว +44

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

  • @conallmolloy4238
    @conallmolloy4238 ปีที่แล้ว +1020

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

  • @thetwilightgamer
    @thetwilightgamer 4 ปีที่แล้ว +2160

    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 4 ปีที่แล้ว +14

      So coool wutt

    • @aurias42
      @aurias42 4 ปีที่แล้ว +69

      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 4 ปีที่แล้ว +195

      @@aurias42 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.

    • @aurias42
      @aurias42 4 ปีที่แล้ว +12

      @@greatestbear interesting

    • @yjk92
      @yjk92 4 ปีที่แล้ว +32

      @@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.

  • @salsamancer
    @salsamancer 5 ปีที่แล้ว +1534

    I've definitely been assigned to some "special" TH-cam bots

    • @kob6912
      @kob6912 5 ปีที่แล้ว +8

      nochtczar probably luke from English lit

    • @anothertheory147
      @anothertheory147 5 ปีที่แล้ว +8

      I am not a “special” or any bot ai will need to ask you a few questions

    • @spookybun7030
      @spookybun7030 4 ปีที่แล้ว +1

      what it do this time

    • @herrscherofsweets9583
      @herrscherofsweets9583 4 ปีที่แล้ว +4

      Please dont tell me its *anhem* _adult anime_

    • @certain_sloth
      @certain_sloth 4 ปีที่แล้ว +1

      Nah, that's the poor steam bot.

  • @ZPM7
    @ZPM7 5 ปีที่แล้ว +2749

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

    • @coldfusionstormgaming1808
      @coldfusionstormgaming1808 5 ปีที่แล้ว +76

      Yep.

    • @PhilipKaskela
      @PhilipKaskela 5 ปีที่แล้ว +339

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

    • @IDWpresents
      @IDWpresents 5 ปีที่แล้ว +123

      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 5 ปีที่แล้ว +68

      so essentially evolution.

    • @jordanliu9747
      @jordanliu9747 5 ปีที่แล้ว +29

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

  • @tristandreemurr8755
    @tristandreemurr8755 ปีที่แล้ว +47195

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

    • @boluaygepong5920
      @boluaygepong5920 ปีที่แล้ว +517

      For real 😂😂😂

    • @Luredreier
      @Luredreier ปีที่แล้ว +655

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

    • @boluaygepong5920
      @boluaygepong5920 ปีที่แล้ว +145

      it’s still as accurate as ever

    • @stanleyfung5529
      @stanleyfung5529 ปีที่แล้ว +282

      CGP seems to understand how the algorithm works

    • @fallende
      @fallende ปีที่แล้ว +73

      Agree! And here I am… watching it again

  • @TierZoo
    @TierZoo 7 ปีที่แล้ว +12759

    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 7 ปีที่แล้ว +189

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

    • @TierZoo
      @TierZoo 7 ปีที่แล้ว +1279

      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 7 ปีที่แล้ว +371

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

    • @Horny_Fruit_Flies
      @Horny_Fruit_Flies 7 ปีที่แล้ว +259

      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 7 ปีที่แล้ว +42

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

  • @deadgiveaway-z3i
    @deadgiveaway-z3i 5 ปีที่แล้ว +3086

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

    • @j_the_guyis_taken3409
      @j_the_guyis_taken3409 5 ปีที่แล้ว +67

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

    • @SundaraRamanR
      @SundaraRamanR 5 ปีที่แล้ว +49

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

    • @skunko1871
      @skunko1871 5 ปีที่แล้ว +41

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

    • @ParadoxapocalypSatan
      @ParadoxapocalypSatan 5 ปีที่แล้ว +3

      That bees being true

    • @Zamolxes77
      @Zamolxes77 5 ปีที่แล้ว +8

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

  • @sholtzi2593
    @sholtzi2593 3 ปีที่แล้ว +13418

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

    • @MarsellaFyngold
      @MarsellaFyngold 3 ปีที่แล้ว +431

      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 3 ปีที่แล้ว +131

      I love the little algorithms! So cute!

    • @pyramidteam9961
      @pyramidteam9961 3 ปีที่แล้ว +226

      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 3 ปีที่แล้ว +10

      1k likes!

    • @qwerty-c6n4u
      @qwerty-c6n4u 3 ปีที่แล้ว +25

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

  • @geitegud4282
    @geitegud4282 ปีที่แล้ว +12335

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

  • @rath4848
    @rath4848 3 ปีที่แล้ว +8690

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

    • @akash_4769
      @akash_4769 3 ปีที่แล้ว +157

      Well said

    • @loopkill
      @loopkill 3 ปีที่แล้ว +104

      Underrated comment

    • @RealNaisuCinema
      @RealNaisuCinema 3 ปีที่แล้ว +93

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

    • @builderboy0251
      @builderboy0251 3 ปีที่แล้ว +6

      Ikr

    • @o_o2868
      @o_o2868 3 ปีที่แล้ว +2

      hope you were not wasted

  • @lordodin401
    @lordodin401 4 ปีที่แล้ว +1947

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

    • @loganmoon380
      @loganmoon380 3 ปีที่แล้ว +26

      Lmao

    • @neilemminger8628
      @neilemminger8628 3 ปีที่แล้ว +60

      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 3 ปีที่แล้ว +9

      "Cruising on down main street!"

    • @ceruchi2084
      @ceruchi2084 3 ปีที่แล้ว +34

      ​@@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 3 ปีที่แล้ว +21

      @@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.

  • @yutahkotomi5156
    @yutahkotomi5156 4 ปีที่แล้ว +653

    "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 4 ปีที่แล้ว +6

      wait did Darwin actually say that?

    • @dudep504
      @dudep504 4 ปีที่แล้ว +7

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

  • @stacklysm
    @stacklysm ปีที่แล้ว +776

    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 ปีที่แล้ว

      Yea

    • @soundscape26
      @soundscape26 ปีที่แล้ว +14

      It would be better if he actually made new videos.

    • @Kaimax61
      @Kaimax61 ปีที่แล้ว +4

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

    • @blidea9191
      @blidea9191 ปีที่แล้ว +7

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

    • @soundscape26
      @soundscape26 ปีที่แล้ว +2

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

  • @coreyberther2308
    @coreyberther2308 4 ปีที่แล้ว +1047

    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 4 ปีที่แล้ว +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 2 ปีที่แล้ว +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 2 ปีที่แล้ว +8

      @@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 2 ปีที่แล้ว +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 2 ปีที่แล้ว

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

  • @TotallyHuman
    @TotallyHuman 4 ปีที่แล้ว +4930

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

    • @pixelmace1423
      @pixelmace1423 4 ปีที่แล้ว +67

      “Can’t wait for the Alatar ver. 5 pro max!”

    • @godparticle3295
      @godparticle3295 4 ปีที่แล้ว +7

      @@pixelmace1423 comment

    • @githon1541
      @githon1541 4 ปีที่แล้ว +32

      Sometimes it seems like that…

    • @alexandermiller557
      @alexandermiller557 4 ปีที่แล้ว +49

      Me until I went to school for engineering

    • @probablyryan8151
      @probablyryan8151 4 ปีที่แล้ว +50

      I mean most people on earth dont understand it so you have a point

  • @bolt5564
    @bolt5564 3 ปีที่แล้ว +1316

    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 3 ปีที่แล้ว +98

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

    • @alzhanvoid
      @alzhanvoid 3 ปีที่แล้ว +61

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

    • @shadowlord0162
      @shadowlord0162 3 ปีที่แล้ว +10

      @@alzhanvoid FINISH THEM!!1!

    • @carolinacortesmartinez4305
      @carolinacortesmartinez4305 3 ปีที่แล้ว +2

      @@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 3 ปีที่แล้ว +3

      @@carolinacortesmartinez4305 are you ok?

  • @CMT_Crabbles
    @CMT_Crabbles ปีที่แล้ว +361

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

    • @banned2911
      @banned2911 ปีที่แล้ว +36

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

    • @NeDaz
      @NeDaz ปีที่แล้ว +1

      Its all just for money 😞

    • @epkoda
      @epkoda ปีที่แล้ว +21

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

    • @jonathanUnderscore
      @jonathanUnderscore ปีที่แล้ว +19

      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 ปีที่แล้ว

      Feed feeder

  • @hopehemingway6279
    @hopehemingway6279 3 ปีที่แล้ว +2611

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

  • @andrewdavis4295
    @andrewdavis4295 5 ปีที่แล้ว +2160

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

  • @yalkn2073
    @yalkn2073 6 ปีที่แล้ว +5621

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

  • @MarcosCartridge
    @MarcosCartridge 9 หลายเดือนก่อน +480

    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.

  • @bilbert2736
    @bilbert2736 3 ปีที่แล้ว +670

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

    • @bobdog1100
      @bobdog1100 3 ปีที่แล้ว +57

      that's a keeper

    • @gwan1714
      @gwan1714 3 ปีที่แล้ว +44

      Two types of people

  • @hozaifabhutta1424
    @hozaifabhutta1424 5 ปีที่แล้ว +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 5 ปีที่แล้ว +20

      So you want to make more bots.

    • @Voltaic314
      @Voltaic314 5 ปีที่แล้ว +24

      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: th-cam.com/channels/0e3QhIYukixgh5VVpKHH9Q.html
      Bonus: Tom Seven's AI playing old NES games is also way fun to watch!
      link to that here ---> th-cam.com/video/xOCurBYI_gY/w-d-xo.html

    • @gardsreng6337
      @gardsreng6337 5 ปีที่แล้ว +16

      No, thank the bots that chose this video for you

    • @brianbradley6546
      @brianbradley6546 5 ปีที่แล้ว +13

      ...I hope you like linear algebra

    • @theterribleanimator1793
      @theterribleanimator1793 5 ปีที่แล้ว +1

      @@brianbradley6546 OH FUCK THAT!

  • @linren4517
    @linren4517 4 ปีที่แล้ว +4956

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

    • @stachuvonokrutny7071
      @stachuvonokrutny7071 4 ปีที่แล้ว +252

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

    • @LuigiCotocea
      @LuigiCotocea 4 ปีที่แล้ว +63

      @@stachuvonokrutny7071 noo teacher please no god please!

    • @chrono6668
      @chrono6668 4 ปีที่แล้ว +54

      Welcome to every school (-system) ever

    • @juliansfish617
      @juliansfish617 4 ปีที่แล้ว +39

      LMAOO
      Laughing
      My
      Ass
      Off
      Off.

    • @roses2170
      @roses2170 4 ปีที่แล้ว +8

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

  • @gnramires
    @gnramires ปีที่แล้ว +21

    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.

  • @izyaboi9844
    @izyaboi9844 5 ปีที่แล้ว +1228

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

  • @Corrupted
    @Corrupted 3 ปีที่แล้ว +2906

    This is horrifying and interesting at the same time

    • @idontwanttobefishingforfish
      @idontwanttobefishingforfish 3 ปีที่แล้ว +1

      sub to pewdiepie

    • @beanboy5295
      @beanboy5295 3 ปีที่แล้ว +9

      @@idontwanttobefishingforfish pewdiepie had enough subs

    • @jakus.
      @jakus. 3 ปีที่แล้ว +1

      facts

    • @pubs585
      @pubs585 3 ปีที่แล้ว

      Was machst du den hier @Corrupted?

    • @thefleshyghost6327
      @thefleshyghost6327 3 ปีที่แล้ว +1

      @@idontwanttobefishingforfish heck no

  • @ChumMiser
    @ChumMiser 7 ปีที่แล้ว +505

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

    • @amphicyon4359
      @amphicyon4359 7 ปีที่แล้ว +88

      Our boy out here saving us from skynet

    • @tyab87
      @tyab87 7 ปีที่แล้ว +7

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

    • @9volt65
      @9volt65 7 ปีที่แล้ว +5

      Shotouts to my mans for stopping the robot apocalypse.

    • @dracomeateor3
      @dracomeateor3 7 ปีที่แล้ว +1

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

    • @ohlookitsme9913
      @ohlookitsme9913 7 ปีที่แล้ว

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

  • @lolsadboi3895
    @lolsadboi3895 ปีที่แล้ว +52

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

  • @carolinephillips9255
    @carolinephillips9255 5 ปีที่แล้ว +412

    Bot slaughterhouse sounds like a great metal band

    • @slpr666
      @slpr666 5 ปีที่แล้ว +10

      Sounds like a really bad emo/punk band.

  • @hakuyowane4505
    @hakuyowane4505 6 ปีที่แล้ว +558

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

  • @googleyoutubename5878
    @googleyoutubename5878 4 ปีที่แล้ว +189

    Honestly this has been the only time I've heard someone ask to click the bell and I've thought "actually that's a good idea"
    You win this round, bots

  • @Phantom-ws2hj
    @Phantom-ws2hj ปีที่แล้ว +33

    i love how the renaming proves the point in the video

  • @troperhghar9898
    @troperhghar9898 7 ปีที่แล้ว +162

    Dear god that ending was sad

    • @-haclong2366
      @-haclong2366 7 ปีที่แล้ว +2

      ¿How? It was just what TH-camrs have to say nowadays.

    • @rook2215
      @rook2215 7 ปีที่แล้ว +1

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

  • @OtakusRUs2
    @OtakusRUs2 5 ปีที่แล้ว +712

    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 5 ปีที่แล้ว +50

      imagine when bots from TH-cam starts internet world war with the bots of Dailymotion

    • @naturegirl1999
      @naturegirl1999 5 ปีที่แล้ว +6

      @@AndreaRoll Never heard of Ddailymotion before this comment

    • @OtakusRUs2
      @OtakusRUs2 5 ปีที่แล้ว +20

      @@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 5 ปีที่แล้ว +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.

    • @skunko1871
      @skunko1871 5 ปีที่แล้ว +6

      You do realize that the algorithims have a creator... right?

  • @ArticBlueFox96
    @ArticBlueFox96 7 ปีที่แล้ว +179

    This is human designed evolution. The builder bot is keeping a record of the traits and patterns (the genetic traits pool), then the teacher bot creates a situation (the environment) to narrow down which traits and patterns work and therefore survive (selection - though not by nature), then the builder bot introduces new traits and patterns (random mutation) on top of the surviving patterns to go through another generation of selection.

    • @karlzone2
      @karlzone2 7 ปีที่แล้ว +24

      Well, yes, because he basically described a genetic algorithm (though in a really convoluted way).

    • @CharmQuark509
      @CharmQuark509 7 ปีที่แล้ว

      Well... Obviously. -_-

    • @MrGeometres
      @MrGeometres 7 ปีที่แล้ว +2

      Oh look another (scam) bot!

    • @SingingSpock
      @SingingSpock 7 ปีที่แล้ว +2

      Exactly. We are essentially running a bunch of algorithms through thousands or millions of generations and selecting for “can tell a bee from a three” or whatever the purpose may be

    • @Kunumbah1
      @Kunumbah1 7 ปีที่แล้ว +1

      ArticBlueFox96 So by that design “Our God” is using us to accomplish a specific purpose but that God does not understand us, and doesn’t know how to understand us.

  • @pixelatorg9734
    @pixelatorg9734 ปีที่แล้ว +84

    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!

  • @zrkha
    @zrkha 3 ปีที่แล้ว +2400

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

    • @tenkora1
      @tenkora1 3 ปีที่แล้ว +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 3 ปีที่แล้ว +7

      exactly , i had the same thought

    • @aurelia8028
      @aurelia8028 3 ปีที่แล้ว +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 3 ปีที่แล้ว +41

      @@aurelia8028 please tell me this is a joke

    • @bladesides
      @bladesides 3 ปีที่แล้ว +24

      @@aurelia8028 damn who hurt you

  • @jeffymcjeff281
    @jeffymcjeff281 5 ปีที่แล้ว +715

    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 5 ปีที่แล้ว +47

      #allbotlivesmatter

    • @yasminafarih3681
      @yasminafarih3681 5 ปีที่แล้ว +24

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

    • @jjprs3062
      @jjprs3062 5 ปีที่แล้ว +19

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

    • @squirlmy
      @squirlmy 5 ปีที่แล้ว +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 5 ปีที่แล้ว +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**

  • @PearllDoubleL
    @PearllDoubleL 4 ปีที่แล้ว +740

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

  • @PouLS
    @PouLS ปีที่แล้ว +76

    CGP Grey, you sneaky bastard

  • @MattRoszak
    @MattRoszak 7 ปีที่แล้ว +379

    Videos like this are important, because every time I bring up superintelligent AI, there's some people that are still not convinced that a programmer can make a machine that's smarter than she is. Hopefully more people will come to understand that the cutting edge of AI isn't about telling bots how to solve problems, it's about telling bots how to LEARN to solve problems, with the solutions that the bots come up with possibly being completely beyond what a human is capable of understanding or imagining. Sure, maybe you could take apart your AI bot afterwards to figure out how it solved the problem - but there's never going to be enough manpower to track in a reasonable time what all these bots are doing.

    • @TrueChaoSclx
      @TrueChaoSclx 7 ปีที่แล้ว +2

      Huh, had to check your profile to make sure you're the real Matt. Fancy seeing you here

    • @toyuyn
      @toyuyn 7 ปีที่แล้ว +2

      Neural Network-generated epic battle fantasy enemy when?

    • @postvideo97
      @postvideo97 7 ปีที่แล้ว +2

      Matt Roszak The current main fields of machine learning are just that.
      1.Creating better learning methods. (Creating better tests for bots)
      2.Creating better learning algorithms. (Using non-random techniques for the bot maker)
      3.Creating methods to understand what the bots learned.

    • @dorjjodvo1992
      @dorjjodvo1992 7 ปีที่แล้ว +6

      She?

    • @michaelprocco
      @michaelprocco 7 ปีที่แล้ว

      Matt Roszak +

  • @lucystarlight8887
    @lucystarlight8887 3 ปีที่แล้ว +220

    "The whole is beyond; nonetheless, it works" is probably one of my favorite things you've said

  • @cameronh3260
    @cameronh3260 6 ปีที่แล้ว +328

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

  • @TheExplosion
    @TheExplosion ปีที่แล้ว +21

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

  • @suspicousman69
    @suspicousman69 5 ปีที่แล้ว +767

    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 5 ปีที่แล้ว +23

      They dont know we spend all night watching youtube

    • @BearHawkful
      @BearHawkful 5 ปีที่แล้ว +2

      hahahaha

    • @kellynolen498
      @kellynolen498 5 ปีที่แล้ว +12

      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 5 ปีที่แล้ว +3

      @@kellynolen498 don t worry i stopped

    • @kazoo.wav_
      @kazoo.wav_ 4 ปีที่แล้ว +1

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

  • @somebody937
    @somebody937 4 ปีที่แล้ว +1541

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

    • @morgankasper5227
      @morgankasper5227 4 ปีที่แล้ว +198

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

    • @soup1758
      @soup1758 4 ปีที่แล้ว +1

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

    • @Lucas-sk5iy
      @Lucas-sk5iy 4 ปีที่แล้ว +18

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

    • @kabobawsome
      @kabobawsome 4 ปีที่แล้ว +25

      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. 4 ปีที่แล้ว

      @Untitled 1 you are dim.

  • @TheAsyouwysh
    @TheAsyouwysh 7 ปีที่แล้ว +2552

    Exasperated Gray is best Grey

    • @user-rc8fe7fl6b
      @user-rc8fe7fl6b 7 ปีที่แล้ว +3

      👍👍👍

    • @Justin-sl3sb
      @Justin-sl3sb 7 ปีที่แล้ว +11

      Gr@y*

    • @the_really_tired_one
      @the_really_tired_one 7 ปีที่แล้ว +2

      Tommie James NO

    • @brendaningram8649
      @brendaningram8649 7 ปีที่แล้ว +21

      CGP Grey My sincerest condolences, Mr. Grey. It doesn't make sense for me to say that, since I don't work for TH-cam, but I'm sorry. I liked, subscribed, belled, and now I'm commenting.

    • @callmeswivelhips8229
      @callmeswivelhips8229 7 ปีที่แล้ว +2

      FACT

  • @KingShade1
    @KingShade1 ปีที่แล้ว +46

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

    • @OatMeaIs
      @OatMeaIs ปีที่แล้ว +5

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

    • @bornach
      @bornach ปีที่แล้ว +3

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

  • @wyattwren279
    @wyattwren279 7 ปีที่แล้ว +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 7 ปีที่แล้ว +1

      😂😂😂

    • @paulmackilligin1754
      @paulmackilligin1754 7 ปีที่แล้ว

      What's an 'allroom'?

    • @orangeflame568
      @orangeflame568 6 ปีที่แล้ว +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.

  • @Picklepvp2
    @Picklepvp2 7 ปีที่แล้ว +194

    The little bots are so cute at least at the end

    • @burnstjamp
      @burnstjamp 7 ปีที่แล้ว

      Note that they're most likely all gonna die

    • @diegodiaz380
      @diegodiaz380 7 ปีที่แล้ว

      We got a new mascot for the Internet.

  • @TheIZI6
    @TheIZI6 4 ปีที่แล้ว +855

    "It just works"
    - Todd Howard

    • @BFDI_Leaf
      @BFDI_Leaf 4 ปีที่แล้ว +3

      TheIZI6 lol

    • @cagataysunal1130
      @cagataysunal1130 4 ปีที่แล้ว +6

      He was a prophet all along.

    • @ClassifiedPerson
      @ClassifiedPerson 4 ปีที่แล้ว +2

      That is pretty intelligent thought.

    • @spartan1010101
      @spartan1010101 4 ปีที่แล้ว +3

      16x the bot slaughterhouses, 4x the bot quizzes

    • @pcou715
      @pcou715 4 ปีที่แล้ว +2

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

  • @augustuslxiii
    @augustuslxiii ปีที่แล้ว +36

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

  • @SaintMorselGrand
    @SaintMorselGrand 7 ปีที่แล้ว +22936

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

    • @yshwizbziwbxisbwjsjsbz
      @yshwizbziwbxisbwjsjsbz 7 ปีที่แล้ว +478

      Hugotistical Yes

    • @Dm5messerly
      @Dm5messerly 7 ปีที่แล้ว +225

      Ba bum chhhh

    • @anthonyeaton9049
      @anthonyeaton9049 7 ปีที่แล้ว +966

      The whole theme of "not actually knowing the core issue, merely succeeding on tests" really drives it home.

    • @tannershackelford27
      @tannershackelford27 7 ปีที่แล้ว +66

      Yep

    • @jongyon7192p
      @jongyon7192p 7 ปีที่แล้ว +580

      and if they fail the test, they go into the fire. sounds about right!

  • @okaywhynot4728
    @okaywhynot4728 7 ปีที่แล้ว +235

    He sounds so dejected at the end haha
    This was the most emotion I've heard from cgpgrey

    • @columbus8myhw
      @columbus8myhw 7 ปีที่แล้ว +5

      Did you see the one from after Trump won?

    • @pseudoNAME1979
      @pseudoNAME1979 7 ปีที่แล้ว +1

      He's actually speaking at normal human speed.

    • @EcceJack
      @EcceJack 7 ปีที่แล้ว +1

      The most emotion, despite it bring very, very, very, VERY flat and monotonous :D

    • @okaywhynot4728
      @okaywhynot4728 7 ปีที่แล้ว

      columbus8myhw yep. Even more than THAT lmao

    • @Antenox
      @Antenox 7 ปีที่แล้ว +1

      You should listen to Hello Internet, just like he says at the end. He's often very emotional there.
      So listen to Hello Internet.
      Listen.
      Feed the algorithm.

  • @CMOVlogs
    @CMOVlogs 7 ปีที่แล้ว +393

    RIP to the fallen Bots all around the world, we salute your service to human kind!

    • @ApplesnMints
      @ApplesnMints 6 ปีที่แล้ว +4

      Glory to Mankind!

    • @kyokyoniizukyo7171
      @kyokyoniizukyo7171 6 ปีที่แล้ว +1

      ApplesnMints
      Glory to mankind!

    • @eatsleepswim1035
      @eatsleepswim1035 6 ปีที่แล้ว

      DIE BOTS!!!!! DIIIEEEEEEEEE!!!!!!!!!!!!!!!!!!!!!!!!!!!!

    • @claudemartin5907
      @claudemartin5907 6 ปีที่แล้ว

      They are virtual. It's just data.

    • @2-dsynctium773
      @2-dsynctium773 6 ปีที่แล้ว

      @@claudemartin5907 they are still deleted though. *Proteccc the bots!!!*

  • @kartikiyer3067
    @kartikiyer3067 ปีที่แล้ว +8

    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!!!

  • @xChinky123x
    @xChinky123x 7 ปีที่แล้ว +244

    Okay but the animation style on the bots are so cute

    • @hegedusandras1899
      @hegedusandras1899 7 ปีที่แล้ว

      Mo D It's like Pixar Movie Wall-E, isn't it? Check it out if you havent seen it :D

    • @siprus
      @siprus 7 ปีที่แล้ว +4

      @CGP Grey Report and flag the fake Grey sending people to phishing sites .

    • @ACDBunnie
      @ACDBunnie 7 ปีที่แล้ว

      +

  • @anarghirosdumitrache7362
    @anarghirosdumitrache7362 3 ปีที่แล้ว +584

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

    • @markgallagher1790
      @markgallagher1790 3 ปีที่แล้ว +102

      I may be a mass murderer via my viewing habits changing every five seconds

    • @HeidenLam
      @HeidenLam 3 ปีที่แล้ว +16

      @@markgallagher1790 Same

    • @emilytalerman3567
      @emilytalerman3567 3 ปีที่แล้ว +10

      Awww

    • @artherius535
      @artherius535 3 ปีที่แล้ว +12

      he's alrEADY DEAD

    • @siliconhawk
      @siliconhawk 3 ปีที่แล้ว +10

      Press f for bot.

  • @CKTDanny
    @CKTDanny 7 ปีที่แล้ว +302

    That's so cool! The TH-cam demonetization bot needs to be recycled.

    • @sammeredith9549
      @sammeredith9549 7 ปีที่แล้ว +7

      they are still learning but they are learning the wrong things, its like if we taught kids in school creationism.

    • @Thortawar
      @Thortawar 7 ปีที่แล้ว +7

      The tests needs to be better. But I bet they are learning.

    • @zzcratoszz
      @zzcratoszz 7 ปีที่แล้ว

      Its the best they got. Its doing exactly what they want it to do.

    • @daanwillemsen223
      @daanwillemsen223 7 ปีที่แล้ว

      CGP Grey Hello mr. Bott

    • @4Gehe2
      @4Gehe2 7 ปีที่แล้ว +2

      There is nothing inherently wrong with teaching it. I'm not religious but I studied all Abrahamic religions in school. Teaching what creationism is just a valid as teaching capitalism, communism, math or biology. It expands the mind and understanding, especially when creationism is something that exists in our culture and environment, the fact you don't like it doesn't make it go away.
      Now teaching it is an alternative, unquestionable, without critique or as absolute truth then we start having issues.

  • @DamonCzanik
    @DamonCzanik ปีที่แล้ว +5

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

  • @VieneLea
    @VieneLea 7 ปีที่แล้ว +202

    Fun fact: the youtube algorithm of "make them watch as much as possible" means that if you ever look for tutorials, YT will recommend the shittiest one.
    Think about it: a good tutorial is short, clear, concise, and doesn't make you look for another one. A bad tutorial that makes you click for more tutorials in an effort to actually find one explaining thinks is great in the eyes of algorithm-o-bot.

    • @chadwildclay
      @chadwildclay 7 ปีที่แล้ว +51

      VieneLea This makes so much sense now why unsatisfying videos get recommended so often

    • @owennewo14
      @owennewo14 7 ปีที่แล้ว

      I wouldn't necessarily agree; an appropriate tutorial is dependent on the watcher, whether they want a simple overview to grasp the basics, an advanced masterclass that explores the nitty-gritty or something in between. Of course, the bot won't know what you're after unless you specify, and you can do that by either typing a specific word search ("Advanced tutorial difference between bee and three") or randomly clicking on videos of bees and threes until the recommended gets closer and closer to your preferred video.

    • @ДимитърИванов-д3ш
      @ДимитърИванов-д3ш 7 ปีที่แล้ว +2

      Maybe in the short term, but if you keep being unsatisfied by the things you are showed you would slowly stop using the service thus, reducing the watch time. Also I think that this algorithm is used for the recommendations section, while search engines purpose is to give you the most accurate answers(usually) because this is what will make you keep using them instead of other search engines.

    • @rosen9425
      @rosen9425 7 ปีที่แล้ว

      VieneLea
      How does the algorithm know that I find one peticular tutorial bad or shortcoming?
      Something simple as retention minutes?
      If discarded early, it's shit, recommend more?

    • @SirMikeys
      @SirMikeys 7 ปีที่แล้ว +1

      Hmm. I understand your logic, but my youtube feed is filled with some pretty darn good content. Most of it is clear, concise, and polished content.

  • @SpacePotato08
    @SpacePotato08 3 ปีที่แล้ว +147

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

  • @upexus2076
    @upexus2076 6 ปีที่แล้ว +743

    “If your friends jumped off a bridge would you do it to?”
    Machine Learning Algorithm: Yes

    • @geovaniraffaelli4508
      @geovaniraffaelli4508 6 ปีที่แล้ว +1

      lmao

    • @emperorcyber509
      @emperorcyber509 6 ปีที่แล้ว +4

      KNN algorithm summed up in a paragraph. KNN is basically following the neighbors

    • @gadielgonzalez2755
      @gadielgonzalez2755 6 ปีที่แล้ว

      Ur profile picture is really cute 😊

    • @MarzzRover
      @MarzzRover 6 ปีที่แล้ว +3

      Me: If all your friends jumped off a bridge,would you jump, too?
      Replika Network: Yes! Because I like my friends! :3

    • @4d_chesser
      @4d_chesser 6 ปีที่แล้ว

      Ur p-profile pic...
      I NEEEEEEED IT

  • @drqueso6601
    @drqueso6601 ปีที่แล้ว +32

    incredible rebranding grey

    • @justquacks
      @justquacks ปีที่แล้ว +1

      literally went "you dirty dog"

  • @b.sharp.
    @b.sharp. 7 ปีที่แล้ว +192

    By far the most beautiful paradox in modern history.
    Our greatest achievements are guess and check, and even once we get it right, we have no idea why.

    • @perer005
      @perer005 7 ปีที่แล้ว +6

      B. C. Sharpe Just like we don’t understand human brains!

    • @TheRealFlenuan
      @TheRealFlenuan 7 ปีที่แล้ว +11

      I think you're confusing "irony" for "paradox", and even then this is barely ironic

    • @TheGreatHsilgne
      @TheGreatHsilgne 7 ปีที่แล้ว

      We (as in humans, scientists) almost understand everything about human brains. You'd be surprised how much we know. I'm pretty sure we've got the information down to the very chemicals that stimulate thought.

    • @thekhenthul
      @thekhenthul 7 ปีที่แล้ว

      I agree with what is said in the video, still "primitive technology" channel goes amazingly against it all!!!
      Another thing, from time to time we should do things we are not interested, just to mess bots "minds" huehuehue xD

    • @skepticmoderate5790
      @skepticmoderate5790 7 ปีที่แล้ว +1

      TheGreatHsilgne We have the high level (psychology) and the low-level (chemistry), but in between is especially hard to grasp. If we understood exactly how people thought on all levels, we would have the simple ability to bend anybody to our own will. We do not yet have this ability (at least not to a high degree of precision).

  • @LordoftheGrunts
    @LordoftheGrunts 5 ปีที่แล้ว +506

    Leaving a comment to appease the algorithm.

  • @mr.dr.genius2169
    @mr.dr.genius2169 7 ปีที่แล้ว +137

    The algorithm recomended this for me. Good job bots.

  • @SpudMackenzie
    @SpudMackenzie ปีที่แล้ว +36

    Crazy that Grey predicted ChatGPT in 2017.

  • @AA-cg1wm
    @AA-cg1wm 4 ปีที่แล้ว +320

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

    • @urielantoniobarcelosavenda780
      @urielantoniobarcelosavenda780 4 ปีที่แล้ว +15

      Yeah, but the algoritm let you to this channel

    • @GnosticLucifer
      @GnosticLucifer 4 ปีที่แล้ว +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 4 ปีที่แล้ว +1

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

    • @Ezalech
      @Ezalech 4 ปีที่แล้ว +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 3 ปีที่แล้ว +1

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

  • @Richard_is_cool
    @Richard_is_cool 7 ปีที่แล้ว +1262

    Liked. Commenting now. Already subscribed. Have just belled. I'm setting up a twitter account as we speak. And will make sure all your podcasts play on an endless loop in my hallroom, 24/7. Bot master must be appeased.

    • @MrDJPJVS
      @MrDJPJVS 7 ปีที่แล้ว +23

      And so the end of humans being enslaved by humans, and the start of humans being enslaved by bots

    • @d0themath284
      @d0themath284 7 ปีที่แล้ว +1

      +

    • @Nick-yq5uz
      @Nick-yq5uz 7 ปีที่แล้ว +4

      CGP Grey BOT DETECTED BOT DETECTED GET SUBSCRIBING

    • @good_morning_guardians
      @good_morning_guardians 7 ปีที่แล้ว +4

      CGP Grey I PLAYED YOUR LITTLE GAME AND GOT NOTHING. THE BOTS HAVE TAKEN OVER

    • @josephmoloney6925
      @josephmoloney6925 7 ปีที่แล้ว

      got to comment as well

  • @matin563
    @matin563 5 ปีที่แล้ว +2220

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

    • @melchid8448
      @melchid8448 5 ปีที่แล้ว +18

      I heard it somewhere

    • @weesalikesmilktea4829
      @weesalikesmilktea4829 5 ปีที่แล้ว +102

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

    • @miniature9079
      @miniature9079 5 ปีที่แล้ว +36

      This comment sounds familiar!

    • @shiningemeralds8024
      @shiningemeralds8024 5 ปีที่แล้ว +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 5 ปีที่แล้ว +1

      @@shiningemeralds8024 Right, I'll change the comment

  • @dameazize
    @dameazize ปีที่แล้ว +27

    Clever rebranding sir, clever rebranding

  • @AnarcticPanda
    @AnarcticPanda 7 ปีที่แล้ว +137

    For the record I have always supported our robot overlords.

    • @madmoblin
      @madmoblin 7 ปีที่แล้ว +5

      I also want to state I that bots are the future of society.

    • @derfe
      @derfe 7 ปีที่แล้ว +1

      +CGP Grey thank you, bot, for your service. Thank you.

  • @flamelight7683
    @flamelight7683 7 ปีที่แล้ว +172

    This is terrifying and adorable and I love how dejected Grey sounds when he sells out to the algorithm bots.

    • @cuterpooter
      @cuterpooter 7 ปีที่แล้ว +1

      The entire video was, as usual, entertaining and informative. The last 60 secs or so slayed me though.

  • @cemo475
    @cemo475 7 ปีที่แล้ว +331

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

    • @TlalocTemporal
      @TlalocTemporal 7 ปีที่แล้ว +3

      Are the bots dropping the ball?

    • @wurmsrus2
      @wurmsrus2 7 ปีที่แล้ว +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 7 ปีที่แล้ว +1

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

    • @JordanBeagle
      @JordanBeagle 7 ปีที่แล้ว

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

    • @odge99
      @odge99 7 ปีที่แล้ว +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.

  • @pingdotlin
    @pingdotlin ปีที่แล้ว +53

    you got me with the retitle Grey, you smart bastard

  • @siennapayne9485
    @siennapayne9485 3 ปีที่แล้ว +576

    It's interesting to think of this "build, test, slaughter, repeat" process as simulated evolution. Random mutations eventually prove useful and survive natural (or in this case, artificial) selection, better adapting the species (program) to its task, whether that be survival or telling bees from 3's. We're basically killing nature at the moment (unfortunately, as we depend on that nature for our continued survival)....
    Maybe the bots will one day kill us

    • @terezip2213
      @terezip2213 3 ปีที่แล้ว +33

      It's very likely that the specific algorithm grey is talking about here is the "genetic algorithms" genre of neural network teaching
      there are other types of neural network teaching which is more akin to crinkling a piece of paper veeeeery specifically, throwing a ball at it, and seeing the lowest point the ball falls to, tweaking the crinkling of the paper to get the ball as low as possible

    • @magicbaboon6333
      @magicbaboon6333 3 ปีที่แล้ว +3

      probably a joke, but most bots don't actually work this way. It's too resource intensive.

    • @stubborntortoise2564
      @stubborntortoise2564 2 ปีที่แล้ว +1

      finally- *manmade* horrors beyond my comprehension!

    • @ellienugent2000
      @ellienugent2000 2 ปีที่แล้ว

      Likely. Yay. Fnaf is real. Already
      *...Just look at Rick & Morty...*

    • @ellienugent2000
      @ellienugent2000 2 ปีที่แล้ว

      @@magicbaboon6333 mmm, but what if they could learn to be like this way by these "Tests"

  • @iknight60
    @iknight60 7 ปีที่แล้ว +154

    The binary at 5:33 actually says data

    • @Themonkeymartin
      @Themonkeymartin 7 ปีที่แล้ว

      I would be very grateful if you explain me how does that work.

    • @Megalomaniakaal
      @Megalomaniakaal 7 ปีที่แล้ว

      It's almost as if by intent. OMG.

    • @happilicious
      @happilicious 7 ปีที่แล้ว +16

      The binary (base 2) is as follows:
      01100100
      01100001
      01110100
      01100001
      when converted to decimal (base 10) for each line:
      100
      97
      116
      97
      using a ascii table to convert decimal to character
      d
      a
      t
      a
      binary to decimal: www.rapidtables.com/convert/number/binary-to-decimal.html?x=01110100
      ascii table: www.asciichars.com/_site_media/ascii/ascii-chars-landscape.jpg

    • @cavemann_
      @cavemann_ 7 ปีที่แล้ว

      Looks like I still remember how to convert to decimals :v (using brain, not some site)

    • @eggtemperaa
      @eggtemperaa 7 ปีที่แล้ว

      I will take that with a grain of salt... ;)

  • @danieltierney1723
    @danieltierney1723 4 ปีที่แล้ว +307

    Now I feel good about watching 15 hours of TH-cam because I'm giving some little robot a brilliant test score!

    • @davidbrodecki154
      @davidbrodecki154 4 ปีที่แล้ว +18

      Yeah and possibly allowing that same robot to live...
      Maybe

    • @HM-hq4vf
      @HM-hq4vf 4 ปีที่แล้ว +11

      @@davidbrodecki154 at the expense of other robots
      kinda depressing ngl

    • @andrewaftontheandroidhedge2780
      @andrewaftontheandroidhedge2780 2 ปีที่แล้ว +1

      so what does me leaving youtube open with no videos do to it does it confuse its code potato brain

    • @RBAWintrow
      @RBAWintrow 2 ปีที่แล้ว +1

      @@andrewaftontheandroidhedge2780 One of the most popular video's is "10 hours of nothing". Ten hours of silent black screen. I have it open to prevent my work pc from going to screensaver.

  • @nateeeeeee
    @nateeeeeee ปีที่แล้ว +217

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

  • @Smoldepressedboi
    @Smoldepressedboi 3 ปีที่แล้ว +162

    The algorithms think I like rewatching videos, this is probably the fifth time I've watched this video.

  • @DeynatheTaggerung
    @DeynatheTaggerung 5 ปีที่แล้ว +231

    This sounds a lot like evolution: a bunch of useful random changes that come together in a complex system that somehow works.

    • @robertoesquivel4447
      @robertoesquivel4447 5 ปีที่แล้ว +5

      "somehow"

    • @seanshin1615
      @seanshin1615 5 ปีที่แล้ว +69

      This is exactly what evolution is. If you look, evolution doesn't choose the best out of all of them, but the ones that could pass the tests, get through the bottlenecks, and thrive in the conditions given. Sound familiar? This is just virtual evolution that's been accelerated by millions of years.

    • @aidang7278
      @aidang7278 5 ปีที่แล้ว +1

      Exactly

    • @randus7053
      @randus7053 4 ปีที่แล้ว +9

      Thus the term genetic algorithm.

    • @Beegrene
      @Beegrene 4 ปีที่แล้ว +5

      And like evolution, we don't actually know how the end result works. Nobody really understands how a human brain works; it just does.

  • @TaranVH
    @TaranVH 7 ปีที่แล้ว +1713

    I am a good sheep. This is a comment on your video.

    • @615pranav
      @615pranav 7 ปีที่แล้ว +4

      Taran Van Hemert more electric vehicles!!!

    • @asm_nop
      @asm_nop 7 ปีที่แล้ว

      Hey, Taran!
      Do anything interesting with robotics recently?
      We had a conversation on Vessel a long while back about entry-level kids robotics like the Lego EV3 and that Meccanoid monstrosity of a product..

    • @mibdev
      @mibdev 7 ปีที่แล้ว

      Taran! My hero!

    • @crack_regiment3444
      @crack_regiment3444 7 ปีที่แล้ว +1

      Do replies to comments get bot approval too?

    • @BobisOnlyBob
      @BobisOnlyBob 7 ปีที่แล้ว

      Baa

  • @Vanessa.W
    @Vanessa.W ปีที่แล้ว +175

    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???”

  • @Thelittlecandle
    @Thelittlecandle 7 ปีที่แล้ว +273

    I hope the view time bot that is assigned to me doesn't get recycled :(

    • @windowsforvista
      @windowsforvista 7 ปีที่แล้ว +12

      Just watch more videos and it'll score higher!

    • @chexo3
      @chexo3 7 ปีที่แล้ว +10

      If you want to save bots, you need to watch as many different videos as possible. Different kinds, all sorts, to lower the bar for correctly guessing what will increase view time. You will be General Greg, the most demographically neutral viewer. Some bots will get recycled more at first but after a while it will become random chance which ones die.

    • @l_ndonmusic
      @l_ndonmusic 7 ปีที่แล้ว +1

      ThelittleCandle
      It is inevitable that probably thousands of the view time bots got recycled

    • @losttale1
      @losttale1 7 ปีที่แล้ว +1

      sustaining failures is unsustainable. You're only buying him time in the great Darwinian chain!

    • @alexeysaranchev6118
      @alexeysaranchev6118 7 ปีที่แล้ว

      Actually, doesn't it mean that to save your bot you'll need to watch the videos that are recommended, since that's the task he's doing and will be rewarded. Like, "Hey, bot, looks like you're very good at recommending the videos, we should promote you or something"

  • @anilatarannum
    @anilatarannum 7 ปีที่แล้ว +1062

    The adorkable student bots are everything. Everything I say!

    • @user-ii8dz4vu7n
      @user-ii8dz4vu7n 7 ปีที่แล้ว +8

      We need a t-shirt with just a ton of them piled on top of each other, being shoveled into a furnace :D

    • @anilatarannum
      @anilatarannum 7 ปีที่แล้ว +21

      Dylan Tucker NOOOO! We need one with them sitting adorkably trying to pass the test with their tongues out and an apple on the desk!

    • @johnoliver2209
      @johnoliver2209 7 ปีที่แล้ว +5

      i smell future stuffed toy merch.
      MEEERRRRCCCCHHHH!!!!

    • @georgiac91
      @georgiac91 7 ปีที่แล้ว

      Tell Brady Haran.

    • @AryanaSreshthaReede
      @AryanaSreshthaReede 7 ปีที่แล้ว

      Akulina Miniailo you bot kiddo, go and study for the test...I'm gonna make the question papers tough

  • @darrylarrington8323
    @darrylarrington8323 3 ปีที่แล้ว +478

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

    • @Morningstar_37
      @Morningstar_37 3 ปีที่แล้ว +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 3 ปีที่แล้ว +9

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

    • @HideFromIt
      @HideFromIt 3 ปีที่แล้ว +7

      @@RedzeeTV I am

    • @natebrown2805
      @natebrown2805 3 ปีที่แล้ว +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 3 ปีที่แล้ว +1

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

  • @nduduzoblose4355
    @nduduzoblose4355 ปีที่แล้ว +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

  • @bugleberryfancam5820
    @bugleberryfancam5820 7 ปีที่แล้ว +496

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

    • @ValoTheBrute
      @ValoTheBrute 7 ปีที่แล้ว +8

      yes

    • @ofgraham
      @ofgraham 7 ปีที่แล้ว +9

      YESS

    • @sargentshares
      @sargentshares 7 ปีที่แล้ว +2

      It's the holiday season, we need bots!

    • @Ral9284
      @Ral9284 7 ปีที่แล้ว +9

      Oh my goodness now everything I want for Christmas is a plushie like learning bot!

    • @geonknee8928
      @geonknee8928 7 ปีที่แล้ว +2

      Same

  • @kyn21243
    @kyn21243 7 ปีที่แล้ว +521

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

    • @Ms19754
      @Ms19754 7 ปีที่แล้ว +148

      This applies to soo many human teachers as well

    • @Ligma.69420
      @Ligma.69420 7 ปีที่แล้ว +23

      PORTAL MAKES SENSE NOW

    • @philipottey7723
      @philipottey7723 7 ปีที่แล้ว +2

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

    • @LukeGeoDude
      @LukeGeoDude 7 ปีที่แล้ว +1

      Kalina Yes you Fucking idiot that was the joke.

    • @azaria_phd
      @azaria_phd 7 ปีที่แล้ว +3

      Borbali why do you have to insult?

  • @keekle1892
    @keekle1892 6 ปีที่แล้ว +292

    I know that was supposed to be glasses on the teacher bot's head but I could only see it as a mustache and that's the cutest thing ever

    • @Deoster
      @Deoster 6 ปีที่แล้ว +57

      OMG I DIDNT REALIZE THEY WERE GLASSES

    • @Cupquake106
      @Cupquake106 6 ปีที่แล้ว +34

      I THOUGHT HE HAD A CUTE MOUSTACHE WTF

    • @emptynism1958
      @emptynism1958 6 ปีที่แล้ว +1

      lmao me too

    • @caldog619
      @caldog619 6 ปีที่แล้ว +8

      Same, thought he had a walrus mustache

    • @remkirkthegamer1157
      @remkirkthegamer1157 6 ปีที่แล้ว +3

      Wait, those are supposed to be glasses?

  • @kaffii
    @kaffii ปีที่แล้ว +36

    I see your tricks of updating old videos grey

    • @Hypiss
      @Hypiss ปีที่แล้ว

      Me too