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How AIs, like ChatGPT, Learn 

CGP Grey
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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

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17 дек 2017

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Комментарии : 22 тыс.   
@primenumberbuster404
@primenumberbuster404 Год назад
Lets be honest, this is a more sensible and genius rebranding than Mark did with facebook.
@OmDahake
@OmDahake Год назад
Yep
@vCarpo
@vCarpo Год назад
I thought for a second that he knew about chatgpt 5 years ago and got excited
@assemblycat
@assemblycat Год назад
same, i found this super smart
@edk.2045
@edk.2045 Год назад
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 Год назад
true
@CGPGrey
@CGPGrey 2 года назад
@LookAtEachOther
@LookAtEachOther 2 года назад
Nice showcase
@Maximus-ch4ir
@Maximus-ch4ir 2 года назад
Makes sense
@underpussy_
@underpussy_ 2 года назад
Mogus
@mlpino7496
@mlpino7496 2 года назад
🤖🔥
@hunghua1309
@hunghua1309 2 года назад
Thanks for commenting this 4 years later I guess
@tristandreemurr8755
@tristandreemurr8755 Год назад
Brilliant use of renaming to get videos back in the algorithm.
@boluaygepong5920
@boluaygepong5920 Год назад
For real 😂😂😂
@Luredreier
@Luredreier Год назад
Yep, was really surprised to see this again. But honestly, this really was brilliant. :-P
@Cebalrai234
@Cebalrai234 Год назад
That has to be a real RU-vid move
@boluaygepong5920
@boluaygepong5920 Год назад
it’s still as accurate as ever
@stanleyfung5529
@stanleyfung5529 Год назад
CGP seems to understand how the algorithm works
@krishp1104
@krishp1104 Год назад
For a second I was wondering how he made ChatGPT 5 years before it was released
@alyssert1743
@alyssert1743 Год назад
same, but then I took a glance at the comments section and it all made sense
@thejackbox
@thejackbox Год назад
yeah, felt a little manipulative tbh
@mrperfectcell1350
@mrperfectcell1350 Год назад
​@@thejackboxkinda true
@dat_fast_boi
@dat_fast_boi Год назад
​@@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 Год назад
XD yeah
@mahirorigami
@mahirorigami 6 лет назад
A moment of silence for the bots that didn't make it
@zachzent8287
@zachzent8287 6 лет назад
Mahir Cave.
@timbeaton5045
@timbeaton5045 6 лет назад
All Bots Lives Matter!
@joevace8390
@joevace8390 6 лет назад
some of them deserved it for recommending me "pranks gone wrong gone sexual" videos from watching cooking recipes
@trailmix7033
@trailmix7033 6 лет назад
Mahir Cave i thought this was a robot holocaust video
@jarrod752
@jarrod752 6 лет назад
Funny thing is most of them probably didn't even make it past a moment of life :D
@sholtzi2593
@sholtzi2593 3 года назад
This would be substantially more terrifying if the bots weren't drawn to be so cute...
@MarsellaFyngold
@MarsellaFyngold 3 года назад
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 2 года назад
I love the little algorithms! So cute!
@pyramidteam9961
@pyramidteam9961 2 года назад
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 2 года назад
1k likes!
@qwertystudios3815
@qwertystudios3815 2 года назад
I’d say that’s worse. I feel so bad!
@geitegud4282
@geitegud4282 Год назад
Did this guy just rebrand his how bots learn video from 5 years ago to get that chat gpt hype
@superprobablylevel
@superprobablylevel Год назад
Algorithm King
@zoomerguyyt
@zoomerguyyt Год назад
@@superprobablylevel fr
@dendiepie1547
@dendiepie1547 Год назад
Ye
@ToxicAtom
@ToxicAtom Год назад
That's just how the system works
@deleted-something
@deleted-something Год назад
Fr
@timdere
@timdere Год назад
I must say, five years later, ChatGPT is making big news. They must have learned a lot watching us watch CGP Grey
@Luredreier
@Luredreier Год назад
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 Год назад
CGP-T Grey
@H0RIZ0N365
@H0RIZ0N365 Год назад
He renamed the vid lately to push it into the algorithm again
@LordDomielOfElysium
@LordDomielOfElysium Год назад
@@H0RIZ0N365 It’s working
@TheFlopped2979
@TheFlopped2979 Год назад
​@@H0RIZ0N365 r/woooosh
@conall9415
@conall9415 3 года назад
Imagine scrolling through RU-vid and suddenly seeing a video recommended with the message "Please watch this, or they will delete me."
@user-ow9uo8mc4f
@user-ow9uo8mc4f 3 года назад
oh... ...no... 😟
@elodaszodi1312
@elodaszodi1312 3 года назад
That'd be borderline sentinent. Brrr... :D
@admiralhyperspace0015
@admiralhyperspace0015 3 года назад
That is so terrifying.
@realimereads2707
@realimereads2707 3 года назад
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 года назад
I would watch it
@catattack885
@catattack885 5 лет назад
*Dog in a bee suit.* *A.I: yeah, that's a pretty legit bee*
@j_the_guyis_taken3409
@j_the_guyis_taken3409 4 года назад
*Literal white noise* * A.I: that's a 3, wait no, a bee *
@SundaraRamanR
@SundaraRamanR 4 года назад
He's a pretty legit bee if he wants to be, leave dogbee alone!
@skunko1871
@skunko1871 4 года назад
@@SundaraRamanR He can bee a bee if he wants to bee, leave dogbee bee!
@ParadoxapocalypSatan
@ParadoxapocalypSatan 4 года назад
That bees being true
@Zamolxes77
@Zamolxes77 4 года назад
Big pair of breasts photographed sideways. Bot: that's a three !!!
@conallmolloy4238
@conallmolloy4238 Год назад
The audacity to retitled this video for the chatgpt hype I respect it
@nateeeeeeeeeeeeeee
@nateeeeeeeeeeeeeee Год назад
I was like "Was ChatGPT around 5 years ago?" And then I realized he just renamed how robots learn lmao
@Warbear
@Warbear 6 лет назад
making the bots look adorable and harmless is how we end up with skynet
@-haclong2366
@-haclong2366 6 лет назад
Skynet > advertisements that aren't catered specifically to my delicate needs.
@Choujeen
@Choujeen 6 лет назад
Kawaiinet
@jalleonothing5946
@jalleonothing5946 6 лет назад
I agree.
@jonathanramos1792
@jonathanramos1792 6 лет назад
ComradeWarbear true
@dgomez112
@dgomez112 6 лет назад
You’re getting paranoid, maybe you’ve watched too many of grey’s videos...
@yalkn2073
@yalkn2073 5 лет назад
"Teacher bot can't teach but teacher bot can test" Sounds familiar
@Mareforyou
@Mareforyou 5 лет назад
:D güzel tespit
@suruxstrawde8322
@suruxstrawde8322 5 лет назад
GLaDOS.
@aychtooo3981
@aychtooo3981 5 лет назад
My high school math teacher?
@pratapsinghkanishk
@pratapsinghkanishk 5 лет назад
Lol ! XD
@Youuuuuu
@Youuuuuu 5 лет назад
Go fuck yoruself
@CMT_Crabbles
@CMT_Crabbles Год назад
Was this renamed to appeal more to search results today?! Damn.
@banned2911
@banned2911 Год назад
I think so but for a second i freaked out thinking he actually predicted the future💀
@NeDaz
@NeDaz Год назад
Its all just for money 😞
@epkoda
@epkoda Год назад
​​​​@@NeDaz I guess you could say it was for the youtube.... _algorithm_ ...
@jonathan_8747
@jonathan_8747 Год назад
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 Год назад
Feed feeder
@stacklysm
@stacklysm Год назад
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 Год назад
Yea
@soundscape26
@soundscape26 Год назад
It would be better if he actually made new videos.
@Kaimax61
@Kaimax61 Год назад
@@soundscape26 why make essentially the same video, just re-title-ing the video works wonders with how youtube work.
@blidea9191
@blidea9191 Год назад
@@soundscape26 No, it f*cking wouldn't.
@soundscape26
@soundscape26 Год назад
@@blidea9191 So you don't want new Grey videos? Alright then.
@thetwilightgamer
@thetwilightgamer 3 года назад
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 3 года назад
So coool wutt
@chrisj4288
@chrisj4288 3 года назад
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 3 года назад
@@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 3 года назад
@@greatestbear interesting
@yjk92
@yjk92 3 года назад
@@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 4 года назад
I've definitely been assigned to some "special" RU-vid bots
@kob6912
@kob6912 4 года назад
nochtczar probably luke from English lit
@anothertheory147
@anothertheory147 4 года назад
I am not a “special” or any bot ai will need to ask you a few questions
@spookybun7030
@spookybun7030 4 года назад
what it do this time
@herrscherofsweets9583
@herrscherofsweets9583 4 года назад
Please dont tell me its *anhem* _adult anime_
@certain_sloth
@certain_sloth 4 года назад
Nah, that's the poor steam bot.
@pingdotlin
@pingdotlin Год назад
you got me with the retitle Grey, you smart bastard
@MarcosCartridge
@MarcosCartridge 2 месяца назад
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.
@ZPM7
@ZPM7 4 года назад
So it's literally just throwing shit at the wall until it sticks on an incomprehensibly massive scale.
@coldfusionstormgaming1808
@coldfusionstormgaming1808 4 года назад
Yep.
@PhilipKaskela
@PhilipKaskela 4 года назад
no, it's figuratively throwing shit at the wall until it sticks on an incomprehensibly massive scale
@IDWpresents
@IDWpresents 4 года назад
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 4 года назад
so essentially evolution.
@jordanliu9747
@jordanliu9747 4 года назад
I mean that's what got us to where we are
@lordodin401
@lordodin401 3 года назад
CAPTCHA: Select squares with *Stop sign* Me: "Selecting the wrong ones" Future Autonomous Vehicles: Well, here we g...
@loganmoon380
@loganmoon380 3 года назад
Lmao
@neilemminger8628
@neilemminger8628 3 года назад
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 года назад
"Cruising on down main street!"
@ceruchi2084
@ceruchi2084 3 года назад
​@@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 года назад
@@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.
@lolsadboi3895
@lolsadboi3895 Год назад
Babe, wake up!! New CGP Grey vide- oh never mind.
@PouLS
@PouLS Год назад
CGP Grey, you sneaky bastard
@rath4848
@rath4848 3 года назад
"Teacher bot can't teack but teacher bot can test." Yea that pretty much summarizes my whole school experience
@akash_4769
@akash_4769 3 года назад
Well said
@loopkill
@loopkill 3 года назад
Underrated comment
@RealNaisuCinema
@RealNaisuCinema 3 года назад
If you had posted this when the video first came out you would’ve gotten thousands of likes
@builderboy0251
@builderboy0251 3 года назад
Ikr
@o_o2868
@o_o2868 3 года назад
hope you were not wasted
@cian9393
@cian9393 4 года назад
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 4 года назад
Cruelty 100
@certain_sloth
@certain_sloth 4 года назад
No, it's going to the slaughter house regardless but this way the bot gets to have a successor.
@sus6788
@sus6788 4 года назад
:0
@anewspinonthings
@anewspinonthings 4 года назад
art thou feeling it now mr krabs haha thanks. Your profile pic made me read this in a spongebob voice
@whirlpoolstudio97
@whirlpoolstudio97 4 года назад
Can I somehow pet the algorithm?
@yehonatanduek8705
@yehonatanduek8705 Год назад
Clever play grey, very clever XD
@dameazize
@dameazize Год назад
Clever rebranding sir, clever rebranding
@SaintMorselGrand
@SaintMorselGrand 6 лет назад
"Teacher bot can't teach, But it can test" Did you just explain the entire American School system?
@tanjalshukla6707
@tanjalshukla6707 6 лет назад
Hugotistical Yes
@Dm5messerly
@Dm5messerly 6 лет назад
Ba bum chhhh
@anthonyeaton9049
@anthonyeaton9049 6 лет назад
The whole theme of "not actually knowing the core issue, merely succeeding on tests" really drives it home.
@tannershackelford27
@tannershackelford27 6 лет назад
Yep
@jongyon7192p
@jongyon7192p 6 лет назад
and if they fail the test, they go into the fire. sounds about right!
@TierZoo
@TierZoo 6 лет назад
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 6 лет назад
TierZoo where does the mutuation part of the analogy come from?
@TierZoo
@TierZoo 6 лет назад
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 6 лет назад
The good bots adapt to the new test environment while the bad ones get "naturally selected".
@Horny_Fruit_Flies
@Horny_Fruit_Flies 6 лет назад
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 6 лет назад
at least the ones grey explained here(adversarial NNs) are
@Phantom-ws2hj
@Phantom-ws2hj Год назад
i love how the renaming proves the point in the video
@LIRRFAN426
@LIRRFAN426 Год назад
Yeah
@thatguyisaiahwolfe3208
@thatguyisaiahwolfe3208 Год назад
Smart rebrand their grey
@linren4517
@linren4517 3 года назад
"Teacher bot can't teach, but it can test." *LMAOO literally my teacher*
@stachuvonokrutny7071
@stachuvonokrutny7071 3 года назад
Haha, you will get recycled next week cause you get 0.000001 point less than someone else in ur class
@LuigiCotocea
@LuigiCotocea 3 года назад
@@stachuvonokrutny7071 noo teacher please no god please!
@chrono6668
@chrono6668 3 года назад
Welcome to every school (-system) ever
@juliansfish617
@juliansfish617 3 года назад
LMAOO Laughing My Ass Off Off.
@roses2170
@roses2170 3 года назад
I swear I have literally the best school in the world-
@andrewdavis4295
@andrewdavis4295 5 лет назад
My algorithm bot seeing me watch this video: *sweats nevously*
@asandysoldier3164
@asandysoldier3164 4 года назад
Xrayshot552 _ nah, cus this video increases his numbers by hours
@eatingbreakfastrocks
@eatingbreakfastrocks 4 года назад
“yo why is oil coming out of my ipad?”
@sheeloesreallycool
@sheeloesreallycool 4 года назад
Good bot
@drqueso6601
@drqueso6601 Год назад
incredible rebranding grey
@justquacks
@justquacks Год назад
literally went "you dirty dog"
@yutahkotomi5156
@yutahkotomi5156 4 года назад
"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 года назад
wait did Darwin actually say that?
@dudep504
@dudep504 4 года назад
I see what you did there... (Charles darwin to charles BOTwin, origin of bots, and artificial selection)
@hopehemingway6279
@hopehemingway6279 3 года назад
I’ve watched this so many times and every time the ending gets me
@mathcat4
@mathcat4 3 года назад
Pi hundred likes!
@user-rg8oe1bl3n
@user-rg8oe1bl3n 3 года назад
Yes
@floracannam1903
@floracannam1903 3 года назад
Me too
@martabm9209
@martabm9209 2 года назад
Yep
@conner983
@conner983 2 года назад
And the bot took note of that
@Natalie-101
@Natalie-101 Год назад
Hell yeah grey get those trending topic clicks!
@Burningfiretaco
@Burningfiretaco Год назад
sneaky sneaky grey
@bilbert2736
@bilbert2736 3 года назад
so then the bot that recommended me "cutest moments in anime" is going straight into the boiler room
@bobdog1100
@bobdog1100 3 года назад
that's a keeper
@gwan1714
@gwan1714 3 года назад
Two types of people
@bolt5564
@bolt5564 3 года назад
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 2 года назад
@Andres Duran Which means you're partially responsible for their death
@alzhanvoidsansado
@alzhanvoidsansado 2 года назад
@@swordzanderson5352 LETS KILL MORE ROBOTS. WRONG ANSWER FOR YOU, WRONG ANSWER FOR THEM, WRONG ANSWER FOR EVERYONE! AHAHAHAHA!
@shadowlord0162
@shadowlord0162 2 года назад
@@alzhanvoidsansado FINISH THEM!!1!
@carolinacortesmartinez4305
@carolinacortesmartinez4305 2 года назад
@@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 2 года назад
@@carolinacortesmartinez4305 are you ok?
@kaffii
@kaffii Год назад
I see your tricks of updating old videos grey
@SomewhatHyping
@SomewhatHyping Год назад
Me too
@Boffking
@Boffking Год назад
I didn't know ChatGPT existed five years ago
@SirAU
@SirAU Год назад
he rebranded the video
@nyan5000
@nyan5000 Год назад
​@@SirAU wow almost like it's a joke...
@SirAU
@SirAU Год назад
@@nyan5000 Sarcasm, jokes, and genuine questions can be differentiated by their wording.
@TotallyHuman
@TotallyHuman 3 года назад
"Magic is just science we can't understand." I firmly stand by my belief that computers are becoming literal magic.
@pixelmace1423
@pixelmace1423 3 года назад
“Can’t wait for the Alatar ver. 5 pro max!”
@godparticle3295
@godparticle3295 3 года назад
@@pixelmace1423 comment
@githon1541
@githon1541 3 года назад
Sometimes it seems like that…
@alexandermiller557
@alexandermiller557 3 года назад
Me until I went to school for engineering
@probablyryan8151
@probablyryan8151 3 года назад
I mean most people on earth dont understand it so you have a point
@coreyberther2308
@coreyberther2308 3 года назад
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 3 года назад
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 Год назад
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 Год назад
@@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 Год назад
@@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 Год назад
@@maxkho00 logistic regressions as far as the eye can see
@andrasfogarasi5014
@andrasfogarasi5014 Год назад
A nice sensible retitle.
@pwatoscry2087
@pwatoscry2087 Год назад
i love the titiles this video has had over time
@izyaboi9844
@izyaboi9844 4 года назад
Teacher bot:"pretty good" Builder bot: *BUT NOT GOOD ENOUGH* *kicks student bot into furnace*
@user-nh6qi2zu1b
@user-nh6qi2zu1b 4 года назад
It is ,Machine Learning!!!!
@gavinzurmely7998
@gavinzurmely7998 4 года назад
This hits too close to home...
@theamazingcatwizard3654
@theamazingcatwizard3654 4 года назад
Rip all the 200000 bots that died during the entire video
@spritelin
@spritelin 4 года назад
Their Asians
@kishorekumarsathishkumar1562
@kishorekumarsathishkumar1562 4 года назад
asian parents
@zrkha
@zrkha 2 года назад
“Teacher can’t teach.. but teacher bot can test” Just like real life
@tenkora1
@tenkora1 2 года назад
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 2 года назад
exactly , i had the same thought
@aurelia8028
@aurelia8028 2 года назад
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 2 года назад
@@aurelia8028 please tell me this is a joke
@bladesides
@bladesides 2 года назад
@@aurelia8028 damn who hurt you
@thepenguin9
@thepenguin9 Год назад
Sneaky sneaky cgp 🐝
@gnramires
@gnramires Год назад
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.
@Pearll_.
@Pearll_. 3 года назад
“Teacher bot can’t teach but it can test” of course it’s a teacher
@evantanuwidjaja8017
@evantanuwidjaja8017 3 года назад
"teacher bot can’t tell a bee from a three" too
@geegeetomlinson2316
@geegeetomlinson2316 3 года назад
Hahaha
@textures2783
@textures2783 3 года назад
damn
@burgernthemomrailer
@burgernthemomrailer 3 года назад
14 year old alert
@SpacePotato08
@SpacePotato08 3 года назад
@@burgernthemomrailer r/woooosh
@SpacePotato08
@SpacePotato08 3 года назад
3: 3-shaped *"yes, the floor here is made out of floor"*
@TheExplosion
@TheExplosion Год назад
POV: you saw the video was from 5 yrs ago, and is confused if ChatGBT is that old
@willk113
@willk113 Год назад
Yea
@hh126
@hh126 Год назад
he rebranded the video to chatgpt
@somebody937
@somebody937 4 года назад
"Hey, if you have an infinite amount of monkeys banging on keyboards, eventually one of them will produce Shakespeare" Computer Programmers: "Hmmmmmm..."
@morgankasper5227
@morgankasper5227 3 года назад
"what if you filter out the bad monkeys and keep the best"
@soup1758
@soup1758 3 года назад
Stopask Inggoogle well its slowing gonna work against us as humans slowly but steadily become more stupider
@Lucas-sk5iy
@Lucas-sk5iy 3 года назад
@@soup1758 Well if this fucking comment is anything to go by... you're 100% correct
@kabobawsome
@kabobawsome 3 года назад
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. 3 года назад
@Untitled 1 you are dim.
@Picklepvp2
@Picklepvp2 6 лет назад
The little bots are so cute at least at the end
@burnstjamp
@burnstjamp 6 лет назад
Note that they're most likely all gonna die
@diegodiaz380
@diegodiaz380 6 лет назад
We got a new mascot for the Internet.
@Ruts2678
@Ruts2678 Год назад
i thought this was a new video for a sec
@8684LYFE
@8684LYFE Год назад
Cheeky, Grey, cheeky hahaha
@troperhghar9898
@troperhghar9898 6 лет назад
Dear god that ending was sad
@-haclong2366
@-haclong2366 6 лет назад
¿How? It was just what RU-vidrs have to say nowadays.
@rook2215
@rook2215 6 лет назад
Just in case anyone reads this, psa. that’s fake. Don’t click the link.
@Corrupted
@Corrupted 2 года назад
This is horrifying and interesting at the same time
@underpussy_
@underpussy_ 2 года назад
sub to pewdiepie
@beanboy5295
@beanboy5295 2 года назад
@@underpussy_ pewdiepie had enough subs
@jakus.
@jakus. 2 года назад
facts
@pubs585
@pubs585 2 года назад
Was machst du den hier @Corrupted?
@thefleshyghost6327
@thefleshyghost6327 2 года назад
@@underpussy_ heck no
@MmeHyraelle
@MmeHyraelle Год назад
Brilliant renaming makes me rewatch this, thanks :)
@MsQueenOfDance
@MsQueenOfDance Год назад
"Oo! New CGP Grey vid in my recommended feed!" ... "Wait a minute"
@jeffymcjeff281
@jeffymcjeff281 5 лет назад
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 лет назад
#allbotlivesmatter
@yasminafarih3681
@yasminafarih3681 5 лет назад
This is why I became a YT addict!!! I shall save them all!!
@jjprs3062
@jjprs3062 5 лет назад
@@yasminafarih3681 Its too dangerous to tread alone.. here....take this! **gives you a algorithm sword**
@squirlmy
@squirlmy 5 лет назад
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 лет назад
@@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**
@wyattwren279
@wyattwren279 6 лет назад
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 6 лет назад
😂😂😂
@paulmackilligin1754
@paulmackilligin1754 6 лет назад
What's an 'allroom'?
@orangeflame568
@orangeflame568 6 лет назад
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.
@augustuslxiii
@augustuslxiii Год назад
Fairly re-naming a video to get better algorithmic placement is a big-brain move. Well done!
@KingShade1
@KingShade1 Год назад
It's crazy how CGP Grey knew about ChatGPT and BingChat 5 years ago!! Never ceases to amaze me!!
@OatMeaIs
@OatMeaIs Год назад
The mad man renamed it so the video would be promoted again :D
@bornach
@bornach Год назад
​@@OatMeaIs thus putting into practice what he had explained in the video itself. The bots have been very well trained indeed
@anarghirosdumitrache7362
@anarghirosdumitrache7362 3 года назад
ill watch youtube endlessly just to keep that one bot monitoring me alive. Stay safe lil buddy
@markgallagher1790
@markgallagher1790 2 года назад
I may be a mass murderer via my viewing habits changing every five seconds
@HeidenLam
@HeidenLam 2 года назад
@@markgallagher1790 Same
@emilytalerman3567
@emilytalerman3567 2 года назад
Awww
@artherius535
@artherius535 2 года назад
he's alrEADY DEAD
@siliconhawk9293
@siliconhawk9293 2 года назад
Press f for bot.
@hozaifabhutta1424
@hozaifabhutta1424 4 года назад
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 4 года назад
So you want to make more bots.
@Voltaic314
@Voltaic314 4 года назад
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: ru-vid.com/show-UC0e3QhIYukixgh5VVpKHH9Q Bonus: Tom Seven's AI playing old NES games is also way fun to watch! link to that here ---> ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-xOCurBYI_gY.html
@gardsreng6337
@gardsreng6337 4 года назад
No, thank the bots that chose this video for you
@brianbradley6546
@brianbradley6546 4 года назад
...I hope you like linear algebra
@theterribleanimator1793
@theterribleanimator1793 4 года назад
@@brianbradley6546 OH FUCK THAT!
@DamonCzanik
@DamonCzanik Год назад
The algorithm worked. Just seeing ChatGPT on a video 5 years old definitely caught my attention. Bravo sir. Bravo.
@Vanessa.W
@Vanessa.W Год назад
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???”
@Jimmy-th9il
@Jimmy-th9il Год назад
He did -_-
@wiiprocontroller6471
@wiiprocontroller6471 Год назад
​@@Jimmy-th9il gotta get them clicks
@imibuks-replit
@imibuks-replit Год назад
The algorithm
@cameronh3260
@cameronh3260 6 лет назад
The student bot brought me here so he wouldn't be killed
@ChumMiser
@ChumMiser 6 лет назад
The only reason why we aren’t a super society is because I always choose conflicting things on RU-vid and Netflix, and intentionally fail those picture tests to slow down progress
@amphicyon4359
@amphicyon4359 6 лет назад
Our boy out here saving us from skynet
@tyab87
@tyab87 6 лет назад
Saaame, I keep looking for random videos with like 10 views of some arabic or spanish dude showing his new motorbike
@9volt65
@9volt65 6 лет назад
Shotouts to my mans for stopping the robot apocalypse.
@dracomeateor3
@dracomeateor3 6 лет назад
I do those, by mistake! I'm not a bot even though I fail the test please believe me
@ohlookitsme9913
@ohlookitsme9913 6 лет назад
Too bad because you're just a drop in the bucket
@nduduzoblose4355
@nduduzoblose4355 Год назад
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
@henrikbibliotek
@henrikbibliotek Год назад
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."
@carolinephillips9255
@carolinephillips9255 5 лет назад
Bot slaughterhouse sounds like a great metal band
@slpr666
@slpr666 5 лет назад
Sounds like a really bad emo/punk band.
@Richard_is_cool
@Richard_is_cool 6 лет назад
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 6 лет назад
And so the end of humans being enslaved by humans, and the start of humans being enslaved by bots
@d0themath284
@d0themath284 6 лет назад
+
@Nick-yq5uz
@Nick-yq5uz 6 лет назад
CGP Grey BOT DETECTED BOT DETECTED GET SUBSCRIBING
@good_morning_guardians
@good_morning_guardians 6 лет назад
CGP Grey I PLAYED YOUR LITTLE GAME AND GOT NOTHING. THE BOTS HAVE TAKEN OVER
@josephmoloney6925
@josephmoloney6925 6 лет назад
got to comment as well
@guillermorey2574
@guillermorey2574 Год назад
I thought ChatGPT was invented in 2021, and yet I came across this video from more than 5 years ago, nice 😂
@hunterthehunter11
@hunterthehunter11 Год назад
Me too. Guess he changed it. Or hes a time traveler 🤔
@fnansjy456
@fnansjy456 Год назад
He renamed the video
@paprus5972
@paprus5972 Год назад
He updated the video to include a reference to Chat GPT. Nice.
@kyn21243
@kyn21243 6 лет назад
teacher bot cant teach, but teacher bot can....TEST!
@Ms19754
@Ms19754 6 лет назад
This applies to soo many human teachers as well
@Ligma.69420
@Ligma.69420 6 лет назад
PORTAL MAKES SENSE NOW
@philipottey7723
@philipottey7723 6 лет назад
I'm pretty sure Ajit Pai failed the teacher bot's net neutrality test.
@LukeGeoDude
@LukeGeoDude 6 лет назад
Kalina Yes you Fucking idiot that was the joke.
@azaria_phd
@azaria_phd 6 лет назад
Borbali why do you have to insult?
@upexus2076
@upexus2076 5 лет назад
“If your friends jumped off a bridge would you do it to?” Machine Learning Algorithm: Yes
@geovaniraffaelli4508
@geovaniraffaelli4508 5 лет назад
lmao
@emperorcyber509
@emperorcyber509 5 лет назад
KNN algorithm summed up in a paragraph. KNN is basically following the neighbors
@gadielgonzalez2755
@gadielgonzalez2755 5 лет назад
Ur profile picture is really cute 😊
@MarzzRover
@MarzzRover 5 лет назад
Me: If all your friends jumped off a bridge,would you jump, too? Replika Network: Yes! Because I like my friends! :3
@jerry0331
@jerry0331 5 лет назад
Ur p-profile pic... I NEEEEEEED IT
@kartikiyer3067
@kartikiyer3067 Год назад
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!!!
@oscarwind4266
@oscarwind4266 Год назад
Clever. Both grey rebranding the video and the tech.
@hakuyowane4505
@hakuyowane4505 6 лет назад
The bots at the end are adorable but also really unsettling.
@thecar-pitalist7957
@thecar-pitalist7957 6 лет назад
Kind of like the first 30 minutes of Doki Doki Literature Club.
@cavejohnsonstanaccount4635
@cavejohnsonstanaccount4635 6 лет назад
The Car-pitalist .-.
@leandrosolis4183
@leandrosolis4183 6 лет назад
You don't understand.
@janmeshd
@janmeshd 6 лет назад
I agree
@qhtl9
@qhtl9 6 лет назад
The end killed me!
@r_s_guerrero
@r_s_guerrero 6 лет назад
Skynet lol
@TheEtherny
@TheEtherny 6 лет назад
I feel like when you meet a teacher that teaches something that he actually masters, it's just pure gold
@pixelatorg9734
@pixelatorg9734 9 месяцев назад
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!
@Deb_Boi
@Deb_Boi Год назад
This dude is a genius, he renamed the video for the algorithm.
@jitterygoblin8899
@jitterygoblin8899 Год назад
Big brain
@CKTDanny
@CKTDanny 6 лет назад
That's so cool! The RU-vid demonetization bot needs to be recycled.
@sammeredith9549
@sammeredith9549 6 лет назад
they are still learning but they are learning the wrong things, its like if we taught kids in school creationism.
@Thortawar
@Thortawar 6 лет назад
The tests needs to be better. But I bet they are learning.
@zzcratoszz
@zzcratoszz 6 лет назад
Its the best they got. Its doing exactly what they want it to do.
@daanwillemsen223
@daanwillemsen223 6 лет назад
CGP Grey Hello mr. Bott
@4Gehe2
@4Gehe2 6 лет назад
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.
@TheIZI6
@TheIZI6 4 года назад
"It just works" - Todd Howard
@BFDI_Leaf
@BFDI_Leaf 3 года назад
TheIZI6 lol
@cagataysunal1130
@cagataysunal1130 3 года назад
He was a prophet all along.
@ClassifiedPerson
@ClassifiedPerson 3 года назад
That is pretty intelligent thought.
@spartan1010101
@spartan1010101 3 года назад
16x the bot slaughterhouses, 4x the bot quizzes
@pcou715
@pcou715 3 года назад
IT JUST WORKS IT JUST WORKS LITTLE LIES STUNNING SHOWS PEOPLE BUY MONEY FLOWS IT JUST WOOOOORKS!
@trollster7133
@trollster7133 Год назад
My guy dug up and renamed a 5 year old video instead of just making a new one to explain chatgpt. Brilliant
@alextally
@alextally Год назад
I see what you did there!
@googleyoutubename5878
@googleyoutubename5878 4 года назад
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
@OtakusRUs2
@OtakusRUs2 5 лет назад
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 лет назад
imagine when bots from RU-vid starts internet world war with the bots of Dailymotion
@daniellewilson8527
@daniellewilson8527 5 лет назад
@@AndreaRoll Never heard of Ddailymotion before this comment
@kaushallsenthilnathan4175
@kaushallsenthilnathan4175 5 лет назад
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 5 лет назад
@@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 4 года назад
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.
@ciscoserrano
@ciscoserrano Год назад
Clever, Grey. Very clever.
@suomynona4051
@suomynona4051 Год назад
I'm not even mad at the rebranding. Make that money
@hunterwilhelm
@hunterwilhelm Год назад
Branding ✨✨✨🌈🌈
@hewhohasnoidentity4377
@hewhohasnoidentity4377 Год назад
Only CGP can get away with this. Anyone else would get an unsubscribe and do not recommend.
@VieneLea
@VieneLea 6 лет назад
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 6 лет назад
VieneLea This makes so much sense now why unsatisfying videos get recommended so often
@owennewo14
@owennewo14 6 лет назад
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.
@user-vx8qt9cd8o
@user-vx8qt9cd8o 6 лет назад
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 6 лет назад
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 6 лет назад
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.
@suspicousman69
@suspicousman69 4 года назад
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 4 года назад
They dont know we spend all night watching youtube
@BearHawkful
@BearHawkful 4 года назад
hahahaha
@kellynolen498
@kellynolen498 4 года назад
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 4 года назад
@@kellynolen498 don t worry i stopped
@kazoo.wav_
@kazoo.wav_ 4 года назад
Kelly Nolen Walt I exactly get those stuff!!!!!!!!!!!!
@gauerrr
@gauerrr Год назад
Gotta appreciate one's ability to refurbish 5 years old content like it's brand new.
@twentysixomg
@twentysixomg Год назад
"like Chat GPT" Cheeky bugger.
@AA-cg1wm
@AA-cg1wm 3 года назад
"The algorithm brought this video for you" Me : No, I just search this on his channel
@urielantoniobarcelosavenda780
@urielantoniobarcelosavenda780 3 года назад
Yeah, but the algoritm let you to this channel
@GnosticLucifer
@GnosticLucifer 3 года назад
@@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 3 года назад
@BaconatorPizza nah 'hexagons are the bestagons' is pretty specific!
@Ezalech
@Ezalech 3 года назад
@@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 года назад
What if I knew him in person? Is that still an algorithm?
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