DeepMind’s AI Trained For 5 Years... But Why?

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Жыл бұрын

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📝 The paper "From Motor Control to Team Play in Simulated Humanoid Football" is available here:
www.science.org/doi/abs/10.11...
arxiv.org/abs/2105.12196
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Пікірлер: 860

@TEMPLERTV Жыл бұрын

A few years ago you helped ignite my passion of machine learning. Since then I’ve learned to code, have educated myself vastly in machine learning. I’m currently building my own small NN. Thanks for opening my eyes to something amazing

@TwoMinutePapers Жыл бұрын

That is absolutely amazing, so happy to hear your story! Hope the neural network will go on to do great things!

@HiddenExp Жыл бұрын

@@TwoMinutePapers You are big my fellow scholar

@bubbleboy821 Жыл бұрын

The first time I learned about them was SethBling'd Mario NN

@Litwinel Жыл бұрын

@@TwoMinutePapers this must be a great feeling to know you are an inspiration for others

@electron6825 Жыл бұрын

@@ThatGuy-kz3fx neural nutwork

@Makmarian Жыл бұрын

It would be cool if there were simulated sport competitions where teams used their own AI model against each other

@raylopez99 Жыл бұрын

They do this already with chess, computer chess competitions, the latest winner is AlphaZero-based Leela, just beat the reigning champ StockFish.

@SpaghettiToaster Жыл бұрын

@@raylopez99 Didn't Stockfish win?

@TwoMinutePapers Жыл бұрын

Loving the idea.

@cosmos3576 Жыл бұрын

I would like to see this also in FIFA.

@sebastianjost Жыл бұрын

There are competitions like that. Not sure if there are any for sports, but I've definitely heard of some other competitions: - Minecraft village/ city generation AIs - Minecraft resource gathering AIs (get diamonds etc.) - Ticket to ride AIs (board game) - bad piggies/ angry birds AIs (not sure which one) - chess AIs ...this is what I remember without actively looking for them. If you look for competitions like that, I'm sure you'll find some.

@anthonybernstein1626 Жыл бұрын

To get a feeling of how difficult this is: imagine QWOP with 56 keys instead of 4, and you don't just have to run but to play football, in 3D instead of 2.

@dzambi Жыл бұрын

@@eetm but your 🧠 is just a processor playing 3d qwop in the dark.

@InceyWincey Жыл бұрын

To get a feeling of how difficult this is, try to consciously control all of the muscles that are required to walk. Or just appreciate the fact that your brain can do that for you while you think about more important things.

@sfurules Жыл бұрын

@@dzambi I didn't expect this level of existential crisis on a chill Sunday....

@jamqdlaty Жыл бұрын

Also the buttons are pressure sensitive. ;)

@spizzleyo Жыл бұрын

All things should be related to QWOP

@jordyp3696 Жыл бұрын

they should do this with real rules (throw ins and cornershots etc), and with 11v11, run it for weeks on different computers, see if they come up with some kind of great strategy, see what formation and stuff they pick.

@letMeSayThatInIrish Жыл бұрын

And add stamina so they have to learn to economize their energy.

@softwarelivre2389 Жыл бұрын

And goalkeepers

@alihms Жыл бұрын

And a referee.. who always seems to be one sided too for the real effect.

@user-eg7cz1oq9m Жыл бұрын

@@letMeSayThatInIrish yeah... genetic, height, weight, heart illness, traumas :D

@nobodyishere Жыл бұрын

@@alihms lmao

@miladragon Жыл бұрын

I notice that they still seem to move really unnaturally -- their upper bodies seem very flail-y. I wonder if that would get ironed out if they were given some cost to excess movement (just like humans get tired).

@Saotik Жыл бұрын

I was just typing something similar before I saw your post. I even used the word "flaily". Adding fatigue to the simulation feels like it might have significant impact.

@budnick1 Жыл бұрын

Along similar lines, if there was some cost to getting hit, like being slow to move for some time, I wonder if there would be an emergent consensus to avoid causing damage to your opponent, like an emergent moral code. Would they even develop a tit-for-tat rule enforcement?

@nemonomen3340 Жыл бұрын

I was also about to say this. It seems to be a commonly overlooked issue when training AIs in movement.

@maelstrom2313 Жыл бұрын

They may be moving more efficiently than real football players. People don't always take the most efficient paths when moving, we have to consider extraneous social variables of how our movement looks. It's possible that it takes more energy to restrict the movement of limbs than to incorporate their inertia into the body's trajectory.

@miladragon Жыл бұрын

@@maelstrom2313 if that were the case, real soccer players would move like this. No one cares about looking stupid if they win (cf. the Fosbury flop, which looks stupid but is standard, because it lets you jump higher). There's also no reason to think that these should be moving efficiently, because there's no incentive for them to be doing so (they don't get tired).

@jhunt5578 Жыл бұрын

It's crazy how the AI just iterates and comes up with through passes, lobs and cruyff turns.

@jakab174 Жыл бұрын

i am a little bit sceptical, with this, there are probably thousands of hours of footage and they show the best most human like stuff, these are things that just comes from the noise. If the ai would be any good they would shoot the ball directly to the empty net every time, then it would learn its better to put one player to the goal

@yousuck6222 Жыл бұрын

@@DailyCorvid You dont need a ref with robots. That's the point.

@Quazlyy Жыл бұрын

I think the pre-training behaviour pretty much captures the behaviour of actual football players

@vasekbrezina2801 Жыл бұрын

Exactly :-)

@brooksgunn5235 Жыл бұрын

I was gonna say 😂

@theinacircleoftheancientpu492 Жыл бұрын

Ah, the bugs kick in sometimes.

@vixantenna Жыл бұрын

From the expert opinion of someone who's never watched football before

@JH-ji6cj Жыл бұрын

@Vixan knowing football, but not acknowledging flopping from a foul? Who doesn't watch football?: you

@SP-ny1fk Жыл бұрын

Imagine training an AI to do a task for 100 years in 10 minutes, then exporting it and importing it into a robot to achieve the task perfectly in the real world What a time to be alive!

@spinninglink Жыл бұрын

Think i saw something about them doing that with a ping pong machine, right?

@CircuitrinosOfficial Жыл бұрын

I wonder if they inject noise into the simulation to simulate the imperfections of reality.

@derekofbaltimore Жыл бұрын

Your point holds but i dont think that doing things in simulated world corresponds 1 to 1 with the real world. It would still need lots of training in real world (because the simulated world wouldn't hold all the variables that the real world holds and those small inconsistencies add up)

@josesandv Жыл бұрын

I have always ponder that if our universe is simulated, maybe it is in a supercomputer that does million of iterations, where every iteration takes milliseconds but for us is eternity

@el2746 Жыл бұрын

@@josesandv More like every millisecond does millions of iterations

@monocore Жыл бұрын

I see some serious meme potential in this

@FenrizNNN Жыл бұрын

We can make a religion out of this

@MarcillaSmith Жыл бұрын

What is the game the AI is playing? It looks like non Americans trying to invent their own version of football 🏈

@LinggarMaretvaCendani Жыл бұрын

@@MarcillaSmith Why do you call it football when you bring the ball using hands? Shouldn't it called Handball?

@speedfastman Жыл бұрын

@@LinggarMaretvaCendani No it should be called soccer cuz it socs.

@MarcillaSmith Жыл бұрын

@@LinggarMaretvaCendani handball is when you can't afford a racquetball racquet.

@rogueyun9613 Жыл бұрын

Honestly the first one where all the players are writhing on the ground looks pretty accurate to me.

@KangJangkrik Жыл бұрын

Seizure?

@KuZiMeiChuan Жыл бұрын

@@KangJangkrik The other team hit me.

@dranirbanpal Жыл бұрын

Yes, that's advanced training on what to do after a foul

@vibovitold Жыл бұрын

neymaring the shit out of the game

@Soupie62 Жыл бұрын

If that was truly all you need do to play, I might stand a chance of qualifying.

@manofsan Жыл бұрын

*Imagine a Zombie movie/show where the zombies first start out writhing on the ground, and then quickly they learn to get up and walk, and then run, etc, etc*

@vibovitold Жыл бұрын

and once the movie credits start rolling, there's Pink Floyd's classic playng in the background "...Hey, teacher! leave them kids alone..."

@thecousindeci1103 Жыл бұрын

bruh thats a really cool idea for a game. The longer you live the smarter the zombies get with ai, honestly it would be scary as shit when they all learn to run and look for you in houses. Something like project zomboid but at some point the zombies learn to coordinate.

@818suki Жыл бұрын

Even after all these years, you still amaze me with how understandable you make these papers for people like me. Thanks for really spending time in digesting this information to someone who's not in the field or can't allocate enough time to dive deep.

@TwoMinutePapers Жыл бұрын

You are too kind - thank you so much! 🙏

@JakeHaugen Жыл бұрын

This actually could be a really cool esports team. Like imagine if madden had AI agents to play the team. It was actually pretty entertaining to watch.

@michaelatorn8380 Жыл бұрын

I see great potential in deadly sport types played by AI.

@zapdart1803 Жыл бұрын

Worth checking out altered state machine and their upcoming games (FIFA AI League and AIFA)

@Ulexcool Жыл бұрын

Nah

@MrUbister Жыл бұрын

@@Ulexcool Hater

@brendanrodgers9753 Жыл бұрын

@@michaelatorn8380 any examples of what sports specifically, can't think of any other than extreme diving

@BryceRogers Жыл бұрын

It would be cool to watch the 50 days AI vs the 3 days just to really show the improvement.

@lGNITED Жыл бұрын

Two Minute Papers, thank you so much for providing us such incredible content.

@zodywoolsey Жыл бұрын

I would absolutely watch videos of a bunch of ai players fumble around like this for hours.

@devfromthefuture506 Жыл бұрын

Me too and I would like to ask where I can find more videos of these

@zapdart1803 Жыл бұрын

FIFA AI League is releasing in less than a month. You will get your wish

@aaronconnolly1496 Жыл бұрын

Just go outside man

@xAgentVFX Жыл бұрын

I want more Ai Football!!! I wanna watch a full match! Looks so fun. Imagine what they might do years from now??

@DudeWatIsThis Жыл бұрын

8:22 **gets lightly tripped over, falls down and has pain seizures** The most realisting thing in the entire video.

@larryking6259 Жыл бұрын

Thank you especially for comments on those graphs. Big respect!

@nontypicalguy Жыл бұрын

I'm fascinated by the game AI Roguelite and stuff like this video, so I'm subbing now - Look forward to seeing more of your content!

@mason4295 Жыл бұрын

2:11 "Holy mother of papers!!" hahahaha love it. Great videos and papers 🤖

@emekayyi3332 Жыл бұрын

i love your content bruh, long time fan! ölelés!

@theflashevo6137 Жыл бұрын

Wow, this video showcases the impressive capabilities of DeepMind's AI technology. The ability for the AI to learn and adapt to the complex rules and strategies of football in a simulated environment is truly mind-blowing. I can't wait to see how this technology will be applied in the real world and the impact it will have on the future of sports and beyond.

@JanBadertscher Жыл бұрын

I would love to find out with a model like this what the ideal play style would be according to game theory and physical limits of the players, but still having to follow all the rules. For example: Would it actually be better even for the goal keeper to move out and play in the field, vs. staying in the goal? I guess humans didn't figure out optimal gameplay yet for soccer and this could lead to new and crazy strategies.

@SweBeach2023 Жыл бұрын

It was my initial thought as well. Using AI we could try so many new strategies. And it wouldn't be hard to give the different AI players different properties to reflect the properties of the real players of a professional team. On eis a faster runner, another have better stamina, a third one have great control of the ball etc.

@sithmaster Жыл бұрын

Just imagine the labour curve going down suddenly after a couple of weeks… nobody knowing why… and AI looks like it would start to discuss and talk to each other on the field rather than playing. THAT would give me goosebumps. ;D What a time to be here.

@SMASH_REVIEWS Жыл бұрын

HOLY MOTHER of Papers,... Hahaha Love u Man.

@kairu_b Жыл бұрын

I like your storytelling, sir. What a time to be alive!

@ianbot Жыл бұрын

How epic is it gonna be when a fellow scholar makes a soccer game like FIFA but using these AI's

@zapdart1803 Жыл бұрын

FIFA AI League game is about to be released on the App Store

@ServerAcademy Жыл бұрын

How do you train AI like this with UE or Unity? I dont understand how that works and I coulnd't find any tutorials on it but Im not sure what to look for..

@woodybob01 Жыл бұрын

One day there's gonna be a better way to 'start' these training projects. It just seems wrong that they should start with such little knowledge. I'm sure something will arise as we work towards the future. By the way this was damn impressive! Just the mere fact that it could side-step and through-ball shows how much of an understanding it really has about the game, a surprisingly deep one!

@bingchiIIing Жыл бұрын

@@DailyCorvid loving this

@usm1le Жыл бұрын

realistic human movement that follows the laws of gravity and moves on its own has always been fascinating to me

@OperationDarkside Жыл бұрын

Boston Dynamics vs Real Madrid when? Also I want to see 100 vs 100 players and if this can be transferred onto soldiers like in Totally Accurate Battle Simulator.

@Enceos Жыл бұрын

I wonder if it's possible to train certain skills first, like getting up, sprinting and kicking separately, then continue with the game training.

@nolikeygsomnipresence270 Жыл бұрын

Absolutely fascinating. Thank you

@Plafintarr Жыл бұрын

My heart desires a whole tournament with these little AI's. Crazy ragdoll physics and wild flailing bodyparts included. They are so fun to watch! Can you upload more footage?

@pandoraeeris7860 Жыл бұрын

I, for one, welcome our new AI football overlords.

@otto-pi8xu 8 ай бұрын

I need this to become a thing, like using real football matches to train the AI and have simulated matches between real teams based on how they play. I would love that.

@mjpunited5727 Жыл бұрын

Physics agents are so interesting, I wonder if there is any demo of this that I can find so I can run it myself. Would love to train goalkeepers and play 6v6 or even branch out to something like fencing!

@bradleyandrews2444 Жыл бұрын

these little foot ball player are so fun to watch i could watch that for the whole day

@argo2720 11 ай бұрын

it would be so sick to see full teams progress and having a goalie learning how to goalie and adding in rules like offsides, out, fouls, penalties. would like to see what formations they would come up with or if they would stick with the all forward all back game plan

@q.u.e.r.t.y Жыл бұрын

I would have loved to see at least a month or 2 into this. Bet I would learn something great from that

@Plumfan_ Жыл бұрын

It would be awesome if they can also simulate some form of fatigue, some movements look too energetic or wasteful.

@aleksanderdl93 Жыл бұрын

Could be interesting to set the standard conditions/physics for the match and then have two teams train their NN best possible, aftwards pitting the AI teams against each other. Wonder if there could be upsets like irl or the better team would always win

@tim40gabby25 Жыл бұрын

Remarkable. Ex footy player here, wondering how long till these analyses show how Messi's additional value was in the distribution of labour - a 'team player'.

@petermoras6893 Жыл бұрын

I think one of the major improvements in the last few years we've seen in AI training (besides training size/time) is how we train intermediate goals to speed up training. If we simply took the untrained AI with the joint body, and asked them to learn soccer, it would take forever with minimal improvement. But as we've seen in this video, they first train the AI to enable it to walk, dribble, and kick the soccer ball. Once the AI knows how to perform general ball handling tasks, it can use that understanding to more quickly learn to score goals. This might just be my perception though.

@vibovitold Жыл бұрын

the next logical step would be (and it's probably already done to some extent, in one way or another) to split the AI into a "teacher" (supervisory) and a "pupil" (learning) AI, whereby the former one would be in charge of figuring out and setting the incremental goals for the latter to accomplish

@AdamsBrew78 Жыл бұрын

This was fascinating to watch. Would be thrilled if we ever get to see a similar experiment applied to mastering other sports or disciplines. Maybe have these physics bros learn to drive a little simulated race car on a very technical track ;)

@davidwuhrer6704 Жыл бұрын

RoboRace

@abhishtagatya Жыл бұрын

on multi-agent ai, do we have to relearn a strategy for 11 v 11 instead of the current 2 v 2? i assume so because in theory its a different game?

@nawtmyrealnamelol Жыл бұрын

3:05 so cool how they visualize field control

@PsychBoost Жыл бұрын

I hope you have seen "Lawyer Explains Stable Diffusion Lawsuit (Major Implications!)" by corridor crew uploaded a few hours ago. He even uses your catchphrase at the end! What a time to be alive!

@SanSan-eo8rx Жыл бұрын

Very interesting If they could also simulat the muscle exhaustion or energy usage for the movement, they could have a more efficient way of running. Because for now they run very crazy, it seems they have these kinds of mouvements from the infinite energy they have to move in the simulation. Maybe also some injury system. And of course, like mentioned in the video, a referee.

@visualbree Жыл бұрын

The through ball at 4:29 is amazing 🔥🔥

@chikita5110 Жыл бұрын

I studied multiagents theory at university and I can't wait to see this expermient go with more players ! BTW if anyone has sources about theory of agents interactions in tthis context

@ali_dogu Жыл бұрын

Ayo very cool video! But why does the "Division of Labour" Chart start so high? They didn't Teamplay in the beginning, did they?

@Glowbox3D 10 ай бұрын

One of my favorite 'agent' training examples. So wild.

@connoraugustine2127 2 ай бұрын

This is the kind of niche thing that I personally really enjoy reading in my own time, but it's so much better when you have a PhD holder narrating for you and showing you all of the nuance that you might have missed.

@MrHeliMan Жыл бұрын

I always wanted a physics-based walking system in a videogame and although I never thought I'll be here for it, this makes me think I just might. Counter-Strike 2 where you have to be careful about how fast you're running down the stairs or walking on mud? Yes, please.

@surajvkothari Жыл бұрын

If this simulation gets more accurate, it could influence how football is played in real life. Imagine when the richest clubs can afford to create such simulations and optimise their players.

@bobisatelier Жыл бұрын

they wouldn't need to be rich probably

@chrisfaulkner9355 Жыл бұрын

The way this dude pauses to extend EVERY diphthong. A-and. So-O. No-O. YE-es.

@MACHINEBUILDER Жыл бұрын

Just imagine if this ai was put into a robot and you had to play soccer against it. It'd be horrifying with how they move - imagine if they even looked like people 💀 Still absolutely insane progress with this kind of physics-based ai agents! It's crazy!

@asrar4907 Жыл бұрын

you do remember the part where he said that the ai trained without a refree? Gosh you need an ambulance

@davidwuhrer6704 Жыл бұрын

RoboCup Humanoid League

@MACHINEBUILDER Жыл бұрын

@@asrar4907 Ahha yeah you'd definitely need at least an ambulance after playing against these

@dagdbot83 9 ай бұрын

I think they did that already

@odawgthat3896 Жыл бұрын

Love the videos!!!

@youtube_moderator Жыл бұрын

Would be amazing to see this as a combat sport or battle simulation.

@flamingosoup6375 Жыл бұрын

I wish there was like a place I could go and watch these AI do their thing in real-time, I could watch that stuff for hours.

@ai_is_a_great_place Жыл бұрын

I can't wait to see the Olympic AI Opening ceremony!

@TheChipMcDonald Жыл бұрын

They're training them on rotoscoped humans playing, so was the feints with the footwork introducing "noise" that was creating the initial shaking/quivering? When they're running they take lots of tiny steps, which makes me think that's a latent trait of the human data set foot-faking distorting the training?

@axelwickm Жыл бұрын

The pure PANIC in their running HAHAHAHAHA

@enderyu Жыл бұрын

Don't forget the guy having a mental breakdown at 4:22 and then immediately snapping back to the game

@axelwickm Жыл бұрын

@@enderyu It is all very relatable.

@REDSIDEofficial Жыл бұрын

Wow! The first steps of a Simulation World just started, can’t wait to see virtual peoples doing tasks like our own.

@stopandlisten6070 Жыл бұрын

Great video and very interesting. AI learning is so crazy. I feel that in the future this will become the base for programmers' jobs, where they will only come in to tweak and finalize code initially generated by AI. Feedback I have for your video, is that the insane fluctuation of your narration made it slightly difficult to watch..

@unclejuju12 Жыл бұрын

6:40 its interesting how that curve looks similar to the Dunning Kruger Effect

@pearhat640 Жыл бұрын

this channel is so underrated. Also its quite scary

@william_8844 Жыл бұрын

I have always enjoyed your videos and find them way above my head. But I am slowly learning ML. I still can't link what I watch here to what I can do to get there. ... I am looking for projects to work ob

@thomasrosebrough9062 Жыл бұрын

0:53 me when mom says I can't have another pack of fruit gushers until I eat some broccoli

@sr.railn.m.667 Жыл бұрын

testing 3v3 ir 5v5 matches would be very interesting as well

@GikePeterson Жыл бұрын

2:20 We used to do the same trick when we were kids, passing over the wall when we played soccer.

@amegatron07 Жыл бұрын

Cool to see as usual. But I just wanted to share, how it is important to remind people to subscribe) I've been watching your videos for a long time (occasionally, though). And I was 100% sure I was already subscribed. But it turned out I wasn't, and still dunno how it could be such x_X Maybe, I was just subscribed from another account - the only reasonable explanation I could find.

@dillanio9191 Жыл бұрын

They're using their body to shield the ball and then turning around to beat the pressure from opponent... Wow.. That's something one of the best midfielders of all time Xavi did often too... Incredible

@richard_d_bird Жыл бұрын

what would i use this for? it would be nice to incorporate trained ai like this in video games wouldn't it. i'd like to know more about what kind of hardware is needed to run these guys, after they've been trained. i expect it's probably not real cheap, but it would interesting to find out

@vibovitold Жыл бұрын

the method in general will probably be very useful in robotics. as for the computation intensity, i don't think RUNNING the network would be very expensive. the hardest part, by far, is the training phase - because you need to form a correctly adjusted neural network essentially by trial and error, and you need billions of trial and error runs to figure this out. this is best done on powerful CPU units, it would take forever on a home PC (apart from trivial cases). but once the network is already trained, and its parameters are fine-tuned all across the board, it's no longer such a demanding task. modern chess engines use neural network evaluation quite commonly by now - in some cases, as an extra layer over the "traditional" algorithm, which means it's a hybrid model of sorts).

@NielsMacLean Жыл бұрын

how powerful of a processing unit did they train for those 5 days of drill training?

@khangvinh4656 Жыл бұрын

1:13 This is proof that not knowing how to play football can cause extreme cases of seizures.

@jaikumar848 Жыл бұрын

Will any football club like barcelona use it to develop new strategies?

@volkan7505 Жыл бұрын

The talking sound so robot like. Its like you have all the words with your voice already recorded and then you just type the words which automatically creates the voice

@rdcdt6302 Жыл бұрын

I hope they will continue the training. I want to see after 100 days and 1y

@plagiats Жыл бұрын

Happy noises from Switzerland!

@Walter5850 Жыл бұрын

AI scientists should have a competition to see whose model can train their players better and have an actual virtual football cup.

@hunterjohnson6513 Жыл бұрын

And to think how jaw dropping it was to see open AI dominating a 1v1 against pros in Dota 2 years ago. Unreal how far it’s come and it’s only going to grow exponentially from here

@drawmaster77 Жыл бұрын

it would be interesting if they added some stamina function, so they run more realistically and not swings their limbs all over the place.

@ChristopherCricketWallace Жыл бұрын

yeah. I would like to see the rules built-in, as well. Let the AI learn in the context of the real game with out of bounds, and penalties, corner kicks, etc.

@drawmaster77 Жыл бұрын

@@ChristopherCricketWallace I mean this maybe overdoing it with the rules, but at least have them run more realistically not like they are spazzing out with limbs flailing all over the place lol. Maybe add some cost to limb movement which factors into their stamina bar and when stamina is low they run really slow which would affect their performance and that way AI would learn to be more "efficient". Just throwing some thoughts out there.

@cmilkau Жыл бұрын

3:03 What's the colour coding showing? I don't know football that well

@TheBartalamey Жыл бұрын

Watching all this physics simulations and last Boston Dynamics video about Atlas and all the struggles they get, i'm interested when BD will use machine learning instead of direct behavioral coding?

@NigraXXL Жыл бұрын

I'm pretty sure they already do. They have a simulation they use to train stuff, then make adjustments if the output doesn't work in real life

@ben_chandler Жыл бұрын

I would love to just watch this run and keep score. Is there a way to download this?

@FunielAudio Жыл бұрын

I really wish they'd release the model so I can watch AIs play soccer all day hehe Great video as always!

@tnadymacek Жыл бұрын

Pure gold, they play like half of my classmates on PE :D

@cbob213 Жыл бұрын

So so they make all 4 players (2 on each team) learn from scratch? What happens if they drop an Ai in with a team mate that already knows how to play?? Do they learn faster? What happens if they can learn from a team that is better or worse than them??? Sooo interesting. I’d love to learn how to do more of this stuff. I have a few raspberry pi’s that I’m tinkering with but I bet you need a whole bunch more processing juice to do this type of stuff. I hope one day you can make a video that breaks down how to get into a project from scratch or starting from a GitHub library. What a time to be alive indeed. Just ask SkyNet 😉

@vibovitold Жыл бұрын

"What happens if they drop an Ai in with a team mate that already knows how to play?? Do they learn faster? " in principle they definitely should, because there will be quicker and stronger negative feedback = penalty for incorrect behavior this sort of learning isn't really done by copying or mimicking, but by adjusting the neural network attempting to avoid the penalties

@clarajosephine3295 Жыл бұрын

Where do you find those papers?

@adlwilliams Жыл бұрын

The fact that it learned to embellish an injury, only to pop right back up is great

@jaikumar848 Жыл бұрын

Hello sir ! I want to know how good is general purpose AI against specialist AI ? Is general purpose AI is like "Jack of all trade and master of none " against specialist A.I ?

@coder0xff Жыл бұрын

There aren't currently any general purpose AIs, but it seems reasonable that a specialist AI would be able to do certain things better than AI general AI. It's not really a "specialist" otherwise.

@myNamezMe Жыл бұрын

The way they move and play looks so funny and too much training will probably iron out that character.

@ianbot Жыл бұрын

I'd like to see a self-driving car trained in this way: We just need to use input data of some data of cars driving perfectly (at intersections, changing lanes, parking) and we can make a simulation where an AI agent is given the ability to press the gas pedal, steer left, right, use turn signals, (etc.) and also given input data about the car's position in lane, positions of nearby cars and pedestrians. We already have the technology to gather this data from cameras (tesla). Then we would train the AI agents. And if they can control these soccer players that have at least 20 different joint controls that need such fine tuning, we should be able to train an agent to drive a car, even have races, do tricks, or just drive from point A to B without crashing.

@awesomecoyote5534 Жыл бұрын

Previously, you have made videos about AI being good enough to know how to build diamond tools in Minecraft and with AI being able to make a decent soccer CPU in just 50 days, I wonder if video games will be having more complex AI CPUs in the future. One of my hopes for the future is for a video game like NBA 2k to not have repeated audio for certain actions or players but generate unique audio based on actions, players, contexts and situations. Like currently, the commentators will remind you of your stats from the last game but I think it could be even more realistic, almost like real commentators.