How AIs, like ChatGPT, Learn

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CGP Grey

CGP Grey

6 років тому

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

КОМЕНТАРІ: 22 000
@primenumberbuster404
@primenumberbuster404 Рік тому
Lets be honest, this is a more sensible and genius rebranding than Mark did with facebook.
@OmDahake
@OmDahake Рік тому
Yep
@vCarpo
@vCarpo Рік тому
I thought for a second that he knew about chatgpt 5 years ago and got excited
@assemblycat
@assemblycat Рік тому
same, i found this super smart
@edk.2045
@edk.2045 Рік тому
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 Рік тому
true
@CGPGrey
@CGPGrey 2 роки тому
@LookAtEachOther
@LookAtEachOther 2 роки тому
Nice showcase
@Maximus-ch4ir
@Maximus-ch4ir 2 роки тому
Makes sense
@underpussy_
@underpussy_ 2 роки тому
Mogus
@mlpino7496
@mlpino7496 2 роки тому
🤖🔥
@hunghua1309
@hunghua1309 2 роки тому
Thanks for commenting this 4 years later I guess
@tristandreemurr8755
@tristandreemurr8755 Рік тому
Brilliant use of renaming to get videos back in the algorithm.
@boluaygepong5920
@boluaygepong5920 Рік тому
For real 😂😂😂
@Luredreier
@Luredreier Рік тому
Yep, was really surprised to see this again. But honestly, this really was brilliant. :-P
@Cebalrai234
@Cebalrai234 Рік тому
That has to be a real UKposts move
@boluaygepong5920
@boluaygepong5920 Рік тому
it’s still as accurate as ever
@stanleyfung5529
@stanleyfung5529 Рік тому
CGP seems to understand how the algorithm works
@krishp1104
@krishp1104 Рік тому
For a second I was wondering how he made ChatGPT 5 years before it was released
@alyssert1743
@alyssert1743 Рік тому
same, but then I took a glance at the comments section and it all made sense
@thejackbox
@thejackbox Рік тому
yeah, felt a little manipulative tbh
@mrperfectcell1350
@mrperfectcell1350 Рік тому
​@@thejackboxkinda true
@dat_fast_boi
@dat_fast_boi Рік тому
​@@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 Рік тому
XD yeah
@mahirorigami
@mahirorigami 6 років тому
A moment of silence for the bots that didn't make it
@zachzent8287
@zachzent8287 6 років тому
Mahir Cave.
@timbeaton5045
@timbeaton5045 6 років тому
All Bots Lives Matter!
@joevace8390
@joevace8390 6 років тому
some of them deserved it for recommending me "pranks gone wrong gone sexual" videos from watching cooking recipes
@trailmix7033
@trailmix7033 6 років тому
Mahir Cave i thought this was a robot holocaust video
@jarrod752
@jarrod752 6 років тому
Funny thing is most of them probably didn't even make it past a moment of life :D
@sholtzi2593
@sholtzi2593 3 роки тому
This would be substantially more terrifying if the bots weren't drawn to be so cute...
@MarsellaFyngold
@MarsellaFyngold 3 роки тому
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 роки тому
I love the little algorithms! So cute!
@pyramidteam9961
@pyramidteam9961 2 роки тому
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 роки тому
1k likes!
@qwertystudios3815
@qwertystudios3815 2 роки тому
I’d say that’s worse. I feel so bad!
@geitegud4282
@geitegud4282 Рік тому
Did this guy just rebrand his how bots learn video from 5 years ago to get that chat gpt hype
@superprobablylevel
@superprobablylevel Рік тому
Algorithm King
@zoomerguyyt
@zoomerguyyt Рік тому
@@superprobablylevel fr
@dendiepie1547
@dendiepie1547 Рік тому
Ye
@ToxicAtom
@ToxicAtom Рік тому
That's just how the system works
@deleted-something
@deleted-something Рік тому
Fr
@timdere
@timdere Рік тому
I must say, five years later, ChatGPT is making big news. They must have learned a lot watching us watch CGP Grey
@Luredreier
@Luredreier Рік тому
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 Рік тому
CGP-T Grey
@H0RIZ0N365
@H0RIZ0N365 Рік тому
He renamed the vid lately to push it into the algorithm again
@LordDomielOfElysium
@LordDomielOfElysium Рік тому
@@H0RIZ0N365 It’s working
@TheFlopped2979
@TheFlopped2979 Рік тому
​@@H0RIZ0N365 r/woooosh
@conall9415
@conall9415 3 роки тому
Imagine scrolling through UKposts and suddenly seeing a video recommended with the message "Please watch this, or they will delete me."
@user-ow9uo8mc4f
@user-ow9uo8mc4f 3 роки тому
oh... ...no... 😟
@elodaszodi1312
@elodaszodi1312 3 роки тому
That'd be borderline sentinent. Brrr... :D
@admiralhyperspace0015
@admiralhyperspace0015 3 роки тому
That is so terrifying.
@realimereads2707
@realimereads2707 3 роки тому
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 роки тому
I would watch it
@catattack885
@catattack885 5 років тому
*Dog in a bee suit.* *A.I: yeah, that's a pretty legit bee*
@j_the_guyis_taken3409
@j_the_guyis_taken3409 4 роки тому
*Literal white noise* * A.I: that's a 3, wait no, a bee *
@SundaraRamanR
@SundaraRamanR 4 роки тому
He's a pretty legit bee if he wants to be, leave dogbee alone!
@skunko1871
@skunko1871 4 роки тому
@@SundaraRamanR He can bee a bee if he wants to bee, leave dogbee bee!
@ParadoxapocalypSatan
@ParadoxapocalypSatan 4 роки тому
That bees being true
@Zamolxes77
@Zamolxes77 4 роки тому
Big pair of breasts photographed sideways. Bot: that's a three !!!
@conallmolloy4238
@conallmolloy4238 Рік тому
The audacity to retitled this video for the chatgpt hype I respect it
@nateeeeeeeeeeeeeee
@nateeeeeeeeeeeeeee Рік тому
I was like "Was ChatGPT around 5 years ago?" And then I realized he just renamed how robots learn lmao
@Warbear
@Warbear 6 років тому
making the bots look adorable and harmless is how we end up with skynet
@-haclong2366
@-haclong2366 6 років тому
Skynet > advertisements that aren't catered specifically to my delicate needs.
@Choujeen
@Choujeen 6 років тому
Kawaiinet
@jalleonothing5946
@jalleonothing5946 6 років тому
I agree.
@jonathanramos1792
@jonathanramos1792 6 років тому
ComradeWarbear true
@dgomez112
@dgomez112 6 років тому
You’re getting paranoid, maybe you’ve watched too many of grey’s videos...
@yalkn2073
@yalkn2073 5 років тому
"Teacher bot can't teach but teacher bot can test" Sounds familiar
@Mareforyou
@Mareforyou 5 років тому
:D güzel tespit
@suruxstrawde8322
@suruxstrawde8322 5 років тому
GLaDOS.
@aychtooo3981
@aychtooo3981 5 років тому
My high school math teacher?
@pratapsinghkanishk
@pratapsinghkanishk 5 років тому
Lol ! XD
@Youuuuuu
@Youuuuuu 5 років тому
Go fuck yoruself
@CMT_Crabbles
@CMT_Crabbles Рік тому
Was this renamed to appeal more to search results today?! Damn.
@banned2911
@banned2911 Рік тому
I think so but for a second i freaked out thinking he actually predicted the future💀
@NeDaz
@NeDaz Рік тому
Its all just for money 😞
@epkoda
@epkoda Рік тому
​​​​@@NeDaz I guess you could say it was for the youtube.... _algorithm_ ...
@jonathan_8747
@jonathan_8747 Рік тому
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 Рік тому
Feed feeder
@stacklysm
@stacklysm Рік тому
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 Рік тому
Yea
@soundscape26
@soundscape26 Рік тому
It would be better if he actually made new videos.
@Kaimax61
@Kaimax61 Рік тому
@@soundscape26 why make essentially the same video, just re-title-ing the video works wonders with how youtube work.
@blidea9191
@blidea9191 Рік тому
@@soundscape26 No, it f*cking wouldn't.
@soundscape26
@soundscape26 Рік тому
@@blidea9191 So you don't want new Grey videos? Alright then.
@thetwilightgamer
@thetwilightgamer 3 роки тому
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 роки тому
So coool wutt
@chrisj4288
@chrisj4288 3 роки тому
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 роки тому
@@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 роки тому
@@greatestbear interesting
@yjk92
@yjk92 3 роки тому
@@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 роки тому
I've definitely been assigned to some "special" UKposts bots
@kob6912
@kob6912 4 роки тому
nochtczar probably luke from English lit
@anothertheory147
@anothertheory147 4 роки тому
I am not a “special” or any bot ai will need to ask you a few questions
@spookybun7030
@spookybun7030 4 роки тому
what it do this time
@herrscherofsweets9583
@herrscherofsweets9583 4 роки тому
Please dont tell me its *anhem* _adult anime_
@certain_sloth
@certain_sloth 4 роки тому
Nah, that's the poor steam bot.
@pingdotlin
@pingdotlin Рік тому
you got me with the retitle Grey, you smart bastard
@MarcosCartridge
@MarcosCartridge 2 місяці тому
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 роки тому
So it's literally just throwing shit at the wall until it sticks on an incomprehensibly massive scale.
@coldfusionstormgaming1808
@coldfusionstormgaming1808 4 роки тому
Yep.
@PhilipKaskela
@PhilipKaskela 4 роки тому
no, it's figuratively throwing shit at the wall until it sticks on an incomprehensibly massive scale
@IDWpresents
@IDWpresents 4 роки тому
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 роки тому
so essentially evolution.
@jordanliu9747
@jordanliu9747 4 роки тому
I mean that's what got us to where we are
@lordodin401
@lordodin401 3 роки тому
CAPTCHA: Select squares with *Stop sign* Me: "Selecting the wrong ones" Future Autonomous Vehicles: Well, here we g...
@loganmoon380
@loganmoon380 3 роки тому
Lmao
@neilemminger8628
@neilemminger8628 3 роки тому
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 роки тому
"Cruising on down main street!"
@ceruchi2084
@ceruchi2084 3 роки тому
​@@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 роки тому
@@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 Рік тому
Babe, wake up!! New CGP Grey vide- oh never mind.
@PouLS
@PouLS Рік тому
CGP Grey, you sneaky bastard
@rath4848
@rath4848 3 роки тому
"Teacher bot can't teack but teacher bot can test." Yea that pretty much summarizes my whole school experience
@akash_4769
@akash_4769 3 роки тому
Well said
@loopkill
@loopkill 3 роки тому
Underrated comment
@RealNaisuCinema
@RealNaisuCinema 3 роки тому
If you had posted this when the video first came out you would’ve gotten thousands of likes
@builderboy0251
@builderboy0251 3 роки тому
Ikr
@o_o2868
@o_o2868 3 роки тому
hope you were not wasted
@cian9393
@cian9393 4 роки тому
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 роки тому
Cruelty 100
@certain_sloth
@certain_sloth 4 роки тому
No, it's going to the slaughter house regardless but this way the bot gets to have a successor.
@sus6788
@sus6788 4 роки тому
:0
@anewspinonthings
@anewspinonthings 4 роки тому
art thou feeling it now mr krabs haha thanks. Your profile pic made me read this in a spongebob voice
@whirlpoolstudio97
@whirlpoolstudio97 4 роки тому
Can I somehow pet the algorithm?
@yehonatanduek8705
@yehonatanduek8705 Рік тому
Clever play grey, very clever XD
@dameazize
@dameazize Рік тому
Clever rebranding sir, clever rebranding
@SaintMorselGrand
@SaintMorselGrand 6 років тому
"Teacher bot can't teach, But it can test" Did you just explain the entire American School system?
@tanjalshukla6707
@tanjalshukla6707 6 років тому
Hugotistical Yes
@Dm5messerly
@Dm5messerly 6 років тому
Ba bum chhhh
@anthonyeaton9049
@anthonyeaton9049 6 років тому
The whole theme of "not actually knowing the core issue, merely succeeding on tests" really drives it home.
@tannershackelford27
@tannershackelford27 6 років тому
Yep
@jongyon7192p
@jongyon7192p 6 років тому
and if they fail the test, they go into the fire. sounds about right!
@TierZoo
@TierZoo 6 років тому
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 років тому
TierZoo where does the mutuation part of the analogy come from?
@TierZoo
@TierZoo 6 років тому
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 років тому
The good bots adapt to the new test environment while the bad ones get "naturally selected".
@Horny_Fruit_Flies
@Horny_Fruit_Flies 6 років тому
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 років тому
at least the ones grey explained here(adversarial NNs) are
@Phantom-ws2hj
@Phantom-ws2hj Рік тому
i love how the renaming proves the point in the video
@LIRRFAN426
@LIRRFAN426 Рік тому
Yeah
@thatguyisaiahwolfe3208
@thatguyisaiahwolfe3208 Рік тому
Smart rebrand their grey
@linren4517
@linren4517 3 роки тому
"Teacher bot can't teach, but it can test." *LMAOO literally my teacher*
@stachuvonokrutny7071
@stachuvonokrutny7071 3 роки тому
Haha, you will get recycled next week cause you get 0.000001 point less than someone else in ur class
@LuigiCotocea
@LuigiCotocea 3 роки тому
@@stachuvonokrutny7071 noo teacher please no god please!
@chrono6668
@chrono6668 3 роки тому
Welcome to every school (-system) ever
@juliansfish617
@juliansfish617 3 роки тому
LMAOO Laughing My Ass Off Off.
@roses2170
@roses2170 3 роки тому
I swear I have literally the best school in the world-
@andrewdavis4295
@andrewdavis4295 5 років тому
My algorithm bot seeing me watch this video: *sweats nevously*
@asandysoldier3164
@asandysoldier3164 4 роки тому
Xrayshot552 _ nah, cus this video increases his numbers by hours
@eatingbreakfastrocks
@eatingbreakfastrocks 4 роки тому
“yo why is oil coming out of my ipad?”
@sheeloesreallycool
@sheeloesreallycool 4 роки тому
Good bot
@drqueso6601
@drqueso6601 Рік тому
incredible rebranding grey
@justquacks
@justquacks Рік тому
literally went "you dirty dog"
@yutahkotomi5156
@yutahkotomi5156 4 роки тому
"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 роки тому
wait did Darwin actually say that?
@dudep504
@dudep504 4 роки тому
I see what you did there... (Charles darwin to charles BOTwin, origin of bots, and artificial selection)
@hopehemingway6279
@hopehemingway6279 3 роки тому
I’ve watched this so many times and every time the ending gets me
@mathcat4
@mathcat4 3 роки тому
Pi hundred likes!
@user-rg8oe1bl3n
@user-rg8oe1bl3n 3 роки тому
Yes
@floracannam1903
@floracannam1903 3 роки тому
Me too
@martabm9209
@martabm9209 2 роки тому
Yep
@conner983
@conner983 2 роки тому
And the bot took note of that
@Natalie-101
@Natalie-101 Рік тому
Hell yeah grey get those trending topic clicks!
@Burningfiretaco
@Burningfiretaco Рік тому
sneaky sneaky grey
@bilbert2736
@bilbert2736 3 роки тому
so then the bot that recommended me "cutest moments in anime" is going straight into the boiler room
@bobdog1100
@bobdog1100 3 роки тому
that's a keeper
@gwan1714
@gwan1714 3 роки тому
Two types of people
@bolt5564
@bolt5564 3 роки тому
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 роки тому
@Andres Duran Which means you're partially responsible for their death
@alzhanvoidsansado
@alzhanvoidsansado 2 роки тому
@@swordzanderson5352 LETS KILL MORE ROBOTS. WRONG ANSWER FOR YOU, WRONG ANSWER FOR THEM, WRONG ANSWER FOR EVERYONE! AHAHAHAHA!
@shadowlord0162
@shadowlord0162 2 роки тому
@@alzhanvoidsansado FINISH THEM!!1!
@carolinacortesmartinez4305
@carolinacortesmartinez4305 2 роки тому
@@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 роки тому
@@carolinacortesmartinez4305 are you ok?
@kaffii
@kaffii Рік тому
I see your tricks of updating old videos grey
@SomewhatHyping
@SomewhatHyping Рік тому
Me too
@Boffking
@Boffking Рік тому
I didn't know ChatGPT existed five years ago
@SirAU
@SirAU Рік тому
he rebranded the video
@nyan5000
@nyan5000 Рік тому
​@@SirAU wow almost like it's a joke...
@SirAU
@SirAU Рік тому
@@nyan5000 Sarcasm, jokes, and genuine questions can be differentiated by their wording.
@TotallyHuman
@TotallyHuman 3 роки тому
"Magic is just science we can't understand." I firmly stand by my belief that computers are becoming literal magic.
@pixelmace1423
@pixelmace1423 3 роки тому
“Can’t wait for the Alatar ver. 5 pro max!”
@godparticle3295
@godparticle3295 3 роки тому
@@pixelmace1423 comment
@githon1541
@githon1541 3 роки тому
Sometimes it seems like that…
@alexandermiller557
@alexandermiller557 3 роки тому
Me until I went to school for engineering
@probablyryan8151
@probablyryan8151 3 роки тому
I mean most people on earth dont understand it so you have a point
@coreyberther2308
@coreyberther2308 3 роки тому
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 роки тому
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 Рік тому
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 Рік тому
@@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 Рік тому
@@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 Рік тому
@@maxkho00 logistic regressions as far as the eye can see
@andrasfogarasi5014
@andrasfogarasi5014 Рік тому
A nice sensible retitle.
@pwatoscry2087
@pwatoscry2087 Рік тому
i love the titiles this video has had over time
@izyaboi9844
@izyaboi9844 4 роки тому
Teacher bot:"pretty good" Builder bot: *BUT NOT GOOD ENOUGH* *kicks student bot into furnace*
@user-nh6qi2zu1b
@user-nh6qi2zu1b 4 роки тому
It is ,Machine Learning!!!!
@gavinzurmely7998
@gavinzurmely7998 4 роки тому
This hits too close to home...
@theamazingcatwizard3654
@theamazingcatwizard3654 4 роки тому
Rip all the 200000 bots that died during the entire video
@spritelin
@spritelin 4 роки тому
Their Asians
@kishorekumarsathishkumar1562
@kishorekumarsathishkumar1562 4 роки тому
asian parents
@zrkha
@zrkha 2 роки тому
“Teacher can’t teach.. but teacher bot can test” Just like real life
@tenkora1
@tenkora1 2 роки тому
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 роки тому
exactly , i had the same thought
@aurelia8028
@aurelia8028 2 роки тому
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 роки тому
@@aurelia8028 please tell me this is a joke
@bladesides
@bladesides 2 роки тому
@@aurelia8028 damn who hurt you
@thepenguin9
@thepenguin9 Рік тому
Sneaky sneaky cgp 🐝
@gnramires
@gnramires Рік тому
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 роки тому
“Teacher bot can’t teach but it can test” of course it’s a teacher
@evantanuwidjaja8017
@evantanuwidjaja8017 3 роки тому
"teacher bot can’t tell a bee from a three" too
@geegeetomlinson2316
@geegeetomlinson2316 3 роки тому
Hahaha
@textures2783
@textures2783 3 роки тому
damn
@burgernthemomrailer
@burgernthemomrailer 3 роки тому
14 year old alert
@SpacePotato08
@SpacePotato08 3 роки тому
@@burgernthemomrailer r/woooosh
@SpacePotato08
@SpacePotato08 3 роки тому
3: 3-shaped *"yes, the floor here is made out of floor"*
@TheExplosion
@TheExplosion Рік тому
POV: you saw the video was from 5 yrs ago, and is confused if ChatGBT is that old
@willk113
@willk113 Рік тому
Yea
@hh126
@hh126 Рік тому
he rebranded the video to chatgpt
@somebody937
@somebody937 4 роки тому
"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 роки тому
"what if you filter out the bad monkeys and keep the best"
@soup1758
@soup1758 3 роки тому
Stopask Inggoogle well its slowing gonna work against us as humans slowly but steadily become more stupider
@Lucas-sk5iy
@Lucas-sk5iy 3 роки тому
@@soup1758 Well if this fucking comment is anything to go by... you're 100% correct
@kabobawsome
@kabobawsome 3 роки тому
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 роки тому
@Untitled 1 you are dim.
@Picklepvp2
@Picklepvp2 6 років тому
The little bots are so cute at least at the end
@burnstjamp
@burnstjamp 6 років тому
Note that they're most likely all gonna die
@diegodiaz380
@diegodiaz380 6 років тому
We got a new mascot for the Internet.
@Ruts2678
@Ruts2678 Рік тому
i thought this was a new video for a sec
@8684LYFE
@8684LYFE Рік тому
Cheeky, Grey, cheeky hahaha
@troperhghar9898
@troperhghar9898 6 років тому
Dear god that ending was sad
@-haclong2366
@-haclong2366 6 років тому
¿How? It was just what UKpostsrs have to say nowadays.
@rook2215
@rook2215 6 років тому
Just in case anyone reads this, psa. that’s fake. Don’t click the link.
@Corrupted
@Corrupted 2 роки тому
This is horrifying and interesting at the same time
@underpussy_
@underpussy_ 2 роки тому
sub to pewdiepie
@beanboy5295
@beanboy5295 2 роки тому
@@underpussy_ pewdiepie had enough subs
@jakus.
@jakus. 2 роки тому
facts
@pubs585
@pubs585 2 роки тому
Was machst du den hier @Corrupted?
@thefleshyghost6327
@thefleshyghost6327 2 роки тому
@@underpussy_ heck no
@MmeHyraelle
@MmeHyraelle Рік тому
Brilliant renaming makes me rewatch this, thanks :)
@MsQueenOfDance
@MsQueenOfDance Рік тому
"Oo! New CGP Grey vid in my recommended feed!" ... "Wait a minute"
@jeffymcjeff281
@jeffymcjeff281 5 років тому
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 років тому
#allbotlivesmatter
@yasminafarih3681
@yasminafarih3681 5 років тому
This is why I became a YT addict!!! I shall save them all!!
@jjprs3062
@jjprs3062 5 років тому
@@yasminafarih3681 Its too dangerous to tread alone.. here....take this! **gives you a algorithm sword**
@squirlmy
@squirlmy 5 років тому
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 років тому
@@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 років тому
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 років тому
😂😂😂
@paulmackilligin1754
@paulmackilligin1754 6 років тому
What's an 'allroom'?
@orangeflame568
@orangeflame568 6 років тому
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 Рік тому
Fairly re-naming a video to get better algorithmic placement is a big-brain move. Well done!
@KingShade1
@KingShade1 Рік тому
It's crazy how CGP Grey knew about ChatGPT and BingChat 5 years ago!! Never ceases to amaze me!!
@OatMeaIs
@OatMeaIs Рік тому
The mad man renamed it so the video would be promoted again :D
@bornach
@bornach Рік тому
​@@OatMeaIs thus putting into practice what he had explained in the video itself. The bots have been very well trained indeed
@anarghirosdumitrache7362
@anarghirosdumitrache7362 3 роки тому
ill watch youtube endlessly just to keep that one bot monitoring me alive. Stay safe lil buddy
@markgallagher1790
@markgallagher1790 2 роки тому
I may be a mass murderer via my viewing habits changing every five seconds
@HeidenLam
@HeidenLam 2 роки тому
@@markgallagher1790 Same
@emilytalerman3567
@emilytalerman3567 2 роки тому
Awww
@artherius535
@artherius535 2 роки тому
he's alrEADY DEAD
@siliconhawk9293
@siliconhawk9293 2 роки тому
Press f for bot.
@hozaifabhutta1424
@hozaifabhutta1424 4 роки тому
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 роки тому
So you want to make more bots.
@Voltaic314
@Voltaic314 4 роки тому
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: ukposts.info/the/0e3QhIYukixgh5VVpKHH9Q.html Bonus: Tom Seven's AI playing old NES games is also way fun to watch! link to that here ---> ukposts.info/have/v-deo/sH90qah5kH-QyI0.html
@gardsreng6337
@gardsreng6337 4 роки тому
No, thank the bots that chose this video for you
@brianbradley6546
@brianbradley6546 4 роки тому
...I hope you like linear algebra
@theterribleanimator1793
@theterribleanimator1793 4 роки тому
@@brianbradley6546 OH FUCK THAT!
@DamonCzanik
@DamonCzanik Рік тому
The algorithm worked. Just seeing ChatGPT on a video 5 years old definitely caught my attention. Bravo sir. Bravo.
@Vanessa.W
@Vanessa.W Рік тому
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 Рік тому
He did -_-
@wiiprocontroller6471
@wiiprocontroller6471 Рік тому
​@@Jimmy-th9il gotta get them clicks
@imibuks-replit
@imibuks-replit Рік тому
The algorithm
@cameronh3260
@cameronh3260 6 років тому
The student bot brought me here so he wouldn't be killed
@ChumMiser
@ChumMiser 6 років тому
The only reason why we aren’t a super society is because I always choose conflicting things on UKposts and Netflix, and intentionally fail those picture tests to slow down progress
@amphicyon4359
@amphicyon4359 6 років тому
Our boy out here saving us from skynet
@tyab87
@tyab87 6 років тому
Saaame, I keep looking for random videos with like 10 views of some arabic or spanish dude showing his new motorbike
@9volt65
@9volt65 6 років тому
Shotouts to my mans for stopping the robot apocalypse.
@dracomeateor3
@dracomeateor3 6 років тому
I do those, by mistake! I'm not a bot even though I fail the test please believe me
@ohlookitsme9913
@ohlookitsme9913 6 років тому
Too bad because you're just a drop in the bucket
@nduduzoblose4355
@nduduzoblose4355 Рік тому
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 Рік тому
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 років тому
Bot slaughterhouse sounds like a great metal band
@slpr666
@slpr666 5 років тому
Sounds like a really bad emo/punk band.
@Richard_is_cool
@Richard_is_cool 6 років тому
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 років тому
And so the end of humans being enslaved by humans, and the start of humans being enslaved by bots
@d0themath284
@d0themath284 6 років тому
+
@Nick-yq5uz
@Nick-yq5uz 6 років тому
CGP Grey BOT DETECTED BOT DETECTED GET SUBSCRIBING
@good_morning_guardians
@good_morning_guardians 6 років тому
CGP Grey I PLAYED YOUR LITTLE GAME AND GOT NOTHING. THE BOTS HAVE TAKEN OVER
@josephmoloney6925
@josephmoloney6925 6 років тому
got to comment as well
@guillermorey2574
@guillermorey2574 Рік тому
I thought ChatGPT was invented in 2021, and yet I came across this video from more than 5 years ago, nice 😂
@hunterthehunter11
@hunterthehunter11 Рік тому
Me too. Guess he changed it. Or hes a time traveler 🤔
@fnansjy456
@fnansjy456 Рік тому
He renamed the video
@paprus5972
@paprus5972 Рік тому
He updated the video to include a reference to Chat GPT. Nice.
@kyn21243
@kyn21243 6 років тому
teacher bot cant teach, but teacher bot can....TEST!
@Ms19754
@Ms19754 6 років тому
This applies to soo many human teachers as well
@Ligma.69420
@Ligma.69420 6 років тому
PORTAL MAKES SENSE NOW
@philipottey7723
@philipottey7723 6 років тому
I'm pretty sure Ajit Pai failed the teacher bot's net neutrality test.
@LukeGeoDude
@LukeGeoDude 6 років тому
Kalina Yes you Fucking idiot that was the joke.
@azaria_phd
@azaria_phd 6 років тому
Borbali why do you have to insult?
@upexus2076
@upexus2076 5 років тому
“If your friends jumped off a bridge would you do it to?” Machine Learning Algorithm: Yes
@geovaniraffaelli4508
@geovaniraffaelli4508 5 років тому
lmao
@emperorcyber509
@emperorcyber509 5 років тому
KNN algorithm summed up in a paragraph. KNN is basically following the neighbors
@gadielgonzalez2755
@gadielgonzalez2755 5 років тому
Ur profile picture is really cute 😊
@MarzzRover
@MarzzRover 5 років тому
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 років тому
Ur p-profile pic... I NEEEEEEED IT
@kartikiyer3067
@kartikiyer3067 Рік тому
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 Рік тому
Clever. Both grey rebranding the video and the tech.
@hakuyowane4505
@hakuyowane4505 6 років тому
The bots at the end are adorable but also really unsettling.
@thecar-pitalist7957
@thecar-pitalist7957 6 років тому
Kind of like the first 30 minutes of Doki Doki Literature Club.
@cavejohnsonstanaccount4635
@cavejohnsonstanaccount4635 6 років тому
The Car-pitalist .-.
@leandrosolis4183
@leandrosolis4183 6 років тому
You don't understand.
@janmeshd
@janmeshd 6 років тому
I agree
@qhtl9
@qhtl9 6 років тому
The end killed me!
@r_s_guerrero
@r_s_guerrero 6 років тому
Skynet lol
@TheEtherny
@TheEtherny 6 років тому
I feel like when you meet a teacher that teaches something that he actually masters, it's just pure gold
@pixelatorg9734
@pixelatorg9734 9 місяців тому
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 Рік тому
This dude is a genius, he renamed the video for the algorithm.
@jitterygoblin8899
@jitterygoblin8899 Рік тому
Big brain
@CKTDanny
@CKTDanny 6 років тому
That's so cool! The UKposts demonetization bot needs to be recycled.
@sammeredith9549
@sammeredith9549 6 років тому
they are still learning but they are learning the wrong things, its like if we taught kids in school creationism.
@Thortawar
@Thortawar 6 років тому
The tests needs to be better. But I bet they are learning.
@zzcratoszz
@zzcratoszz 6 років тому
Its the best they got. Its doing exactly what they want it to do.
@daanwillemsen223
@daanwillemsen223 6 років тому
CGP Grey Hello mr. Bott
@4Gehe2
@4Gehe2 6 років тому
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 роки тому
"It just works" - Todd Howard
@BFDI_Leaf
@BFDI_Leaf 3 роки тому
TheIZI6 lol
@cagataysunal1130
@cagataysunal1130 3 роки тому
He was a prophet all along.
@ClassifiedPerson
@ClassifiedPerson 3 роки тому
That is pretty intelligent thought.
@spartan1010101
@spartan1010101 3 роки тому
16x the bot slaughterhouses, 4x the bot quizzes
@pcou715
@pcou715 3 роки тому
IT JUST WORKS IT JUST WORKS LITTLE LIES STUNNING SHOWS PEOPLE BUY MONEY FLOWS IT JUST WOOOOORKS!
@trollster7133
@trollster7133 Рік тому
My guy dug up and renamed a 5 year old video instead of just making a new one to explain chatgpt. Brilliant
@alextally
@alextally Рік тому
I see what you did there!
@googleyoutubename5878
@googleyoutubename5878 4 роки тому
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 років тому
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 років тому
imagine when bots from UKposts starts internet world war with the bots of Dailymotion
@daniellewilson8527
@daniellewilson8527 5 років тому
@@AndreaRoll Never heard of Ddailymotion before this comment
@kaushallsenthilnathan4175
@kaushallsenthilnathan4175 5 років тому
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 років тому
@@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 роки тому
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 Рік тому
Clever, Grey. Very clever.
@suomynona4051
@suomynona4051 Рік тому
I'm not even mad at the rebranding. Make that money
@hunterwilhelm
@hunterwilhelm Рік тому
Branding ✨✨✨🌈🌈
@hewhohasnoidentity4377
@hewhohasnoidentity4377 Рік тому
Only CGP can get away with this. Anyone else would get an unsubscribe and do not recommend.
@VieneLea
@VieneLea 6 років тому
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 років тому
VieneLea This makes so much sense now why unsatisfying videos get recommended so often
@owennewo14
@owennewo14 6 років тому
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 років тому
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 років тому
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 років тому
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 роки тому
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 роки тому
They dont know we spend all night watching youtube
@BearHawkful
@BearHawkful 4 роки тому
hahahaha
@kellynolen498
@kellynolen498 4 роки тому
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 роки тому
@@kellynolen498 don t worry i stopped
@kazoo.wav_
@kazoo.wav_ 4 роки тому
Kelly Nolen Walt I exactly get those stuff!!!!!!!!!!!!
@gauerrr
@gauerrr Рік тому
Gotta appreciate one's ability to refurbish 5 years old content like it's brand new.
@twentysixomg
@twentysixomg Рік тому
"like Chat GPT" Cheeky bugger.
@AA-cg1wm
@AA-cg1wm 3 роки тому
"The algorithm brought this video for you" Me : No, I just search this on his channel
@urielantoniobarcelosavenda780
@urielantoniobarcelosavenda780 3 роки тому
Yeah, but the algoritm let you to this channel
@GnosticLucifer
@GnosticLucifer 3 роки тому
@@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 роки тому
@BaconatorPizza nah 'hexagons are the bestagons' is pretty specific!
@Ezalech
@Ezalech 3 роки тому
@@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 роки тому
What if I knew him in person? Is that still an algorithm?
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