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How to Make an Amazing Video Game Bot Easily 

Siraj Raval
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In this video, we first go over the history of video game AI, then I introduce OpenAI's Universe, which lets you build a bot that can play thousands of different video games. It has environments for all sorts of games, from Space Invaders, to Grand Theft Auto, to Protein folding simulations.
CODING CHALLENGE DUE DATE: Thursday, December 15th.
(which is 2 weeks, not 1 week from now like usual)
The coding challenge for this video is to make a bot that's better than this video's demo code. Post your Github link in the comments! For your README, just include a 1-3 sentence description of your strategy and instructions on how to run the code.The demo code can be found in the README of the Universe repo. :
github.com/openai/universe
And a Tensorflow based starter bot can be found here:
github.com/openai/universe-st...
Some great learning resources:
www.nervanasys.com/openai/
karpathy.github.io/2016/05/31/rl/
kvfrans.com/simple-algoritms-f...
kofzor.github.io/Reinforcemen...
Join other Wizards on our Slack channel:
wizards.herokuapp.com/
OpenAI asked me to make this video and I gladly said yes. They are awesome!!
Please subscribe! And like and comment. That's what keeps me going.
And please support me on Patreon:
www.patreon.com/user?u=3191693
Follow me:
Twitter: / sirajraval
Facebook: / sirajology Instagram: / sirajraval Instagram: / sirajraval
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Hit the Join button above to sign up to become a member of my channel for access to exclusive content! Join my AI community: chatgptschool.io/ Sign up for my AI Sports betting Bot, WagerGPT! (500 spots available):
www.wagergpt.co

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28 июн 2024

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Комментарии : 693   
@billjensen51
@billjensen51 6 лет назад
"... only 10 lines of code. Start by importing thousands of lines of code already written but you did all the important work, trust me."
@ClaytonGinther
@ClaytonGinther 4 года назад
Right? I train my models using machine code.
@IslandRai
@IslandRai 4 года назад
Were you able to comment this on all his videos so everyone knows what a complete and utter fraud he is?
@enzoqueijao
@enzoqueijao 3 года назад
These new progamers are all so lazy... I program using only pencil and paper!
@ThylineTheGay
@ThylineTheGay 3 года назад
@@enzoqueijao *I* only code with punch cards
@anuragsethi16
@anuragsethi16 3 года назад
True, but hey isn't that the case with every application when we import hundreds of libraries....
@EmoryM
@EmoryM 7 лет назад
"Alexa, solve poverty." _Nuclear launch detected_
@LalkeBanditen
@LalkeBanditen 5 лет назад
Slight chance of mushroom clouds...
@capnam_12
@capnam_12 5 лет назад
69 likes
@yamom...5918
@yamom...5918 4 года назад
@@capnam_12 NO
@evanm623
@evanm623 4 года назад
"Wanna piece of me boy!?"
@masternobody1896
@masternobody1896 4 года назад
This is the best I know create a bot to play fortnite
@sentdex
@sentdex 7 лет назад
Definitely one of your best videos to date, nicely done Siraj.
@SirajRaval
@SirajRaval 7 лет назад
thanks Harrison!
@pumpyourday365
@pumpyourday365 7 лет назад
Django on sentdex and Machine Learning there ahahah
@botino6152
@botino6152 7 лет назад
Howdy !?, This is Botino, a youtube bot. This message is meant to test RU-vid software, to test the functionality of it. As you can see this message is working perfect.
@mikejankowiak5434
@mikejankowiak5434 7 лет назад
sentdex is this what inspired your super awesome python plays GTAV tutorial?
@shimuk8
@shimuk8 7 лет назад
sentdex yesterday I was watching your balance pole video and today I saw your comment up here... life is such a circle !! xD
@JordanShackelford
@JordanShackelford 7 лет назад
That hair futuristic af
@SirajRaval
@SirajRaval 7 лет назад
thanks Jordan. it's open source too
@Attakijing
@Attakijing 7 лет назад
I have a pull request for you. It involves a basketball number
@Melicrafts
@Melicrafts 4 года назад
@@SirajRaval hi... i have download a source file from github, but i was not able to compile ... i need some guidence ...the source file is for subway surfer AI..please help me how i can use that source file
@newgamedk
@newgamedk 7 лет назад
Hi Sirajology. If you discover errors in your speach, and want to record single words, and input them into your timeline, like "a list", or "intelligence", a tip to make it work, is to 1) record at exactly the same spot in the studio, and 2) listen to a recording of your voice in the same sentence *just* before you make your corrections, that makes it easier to pronounce and put pressure on words in exactly the same way, making it virtually impossible to hear you have corrected yourself. And 3) if you are a perfectionist, record whole sentences rather than single words, making it easier to choose where to do cut. Thanks for amazing videos. Best regards Søren
@Egzvorg
@Egzvorg 7 лет назад
I guess option 1) is not available
@SirajRaval
@SirajRaval 7 лет назад
this is great advice, thanks Soren. I was working on this all weekend with the team lots of updates were made really fast. this is the one thing i am unhappy about from this video and i'll definitely improve next time :)
@newgamedk
@newgamedk 7 лет назад
Egor Zvorykin Well if he remembers the spot he was in (the room / studio), then echoes will be the same, therefore much more likely to be unoticeable.
@Egzvorg
@Egzvorg 7 лет назад
newgame what if he don't have access to the studio (eg. long ride)
@newgamedk
@newgamedk 7 лет назад
... Yes - you are right. :-)
@ppshe1
@ppshe1 7 лет назад
can we make bots that create bots that make better bots to create even better bots???
@deepbits7312
@deepbits7312 7 лет назад
Not yet, soon we will. Singularity here we come.
@HeliosphanXtal
@HeliosphanXtal 7 лет назад
I think we wont even notice the moment we reach singularity; we will end up way beyond it in a fraction of a second. Biological intelligence will be rendered obsolete. Interesting times ahead.
@SirajRaval
@SirajRaval 7 лет назад
yes
@159abdellah
@159abdellah 7 лет назад
inception shit !
@mikeunleashed1
@mikeunleashed1 7 лет назад
we're trying, but as of now, we currently can't.
@DeaMikan
@DeaMikan 7 лет назад
Please continue this with a series!! Would love to learn how to use Universe properly.
@michaeldevinsky4231
@michaeldevinsky4231 7 лет назад
bump
@SirajRaval
@SirajRaval 7 лет назад
i will propose this to OpenAI soon
@oliveredholm4284
@oliveredholm4284 7 лет назад
Best video layout/format I've seen so far! 👍👍
@SirajRaval
@SirajRaval 7 лет назад
thanks Oliver!!
@danm4320
@danm4320 7 лет назад
This video is approved by Elon Musk. Well done!
@SirajRaval
@SirajRaval 7 лет назад
thanks so much! Musk is awesome
@u6uggg6hguiuggy
@u6uggg6hguiuggy 2 года назад
@@SirajRaval He doesn't only care for himself, unlike most wealthy and succesful people. AND he is smart.
@robinferizi9073
@robinferizi9073 2 года назад
@@u6uggg6hguiuggy who else does Musk care for?
@contractorwolf
@contractorwolf 5 лет назад
another great video siraj, your speed and tempo are perfect now
@frydcircuit3805
@frydcircuit3805 7 лет назад
Hey I just found your RU-vid channel and I just wanted to say that I really enjoyed this video and found it very informative, keep up the great work ;)
@SirajRaval
@SirajRaval 7 лет назад
thanks so much Fryd!
@abduljilanids
@abduljilanids 7 лет назад
I had looked at openai when it first blew on to the scene, but with the universe update, i might have to dig in again. Also, great job at bringing fun onto ml education
@SirajRaval
@SirajRaval 7 лет назад
thanks Abdul
@ChristFan868
@ChristFan868 7 лет назад
Excellent stuff as usual Siraj! Keep it up! :D
@SirajRaval
@SirajRaval 7 лет назад
thanks so much!
@sgaseretto
@sgaseretto 7 лет назад
Your speed is getting better and better! Awesome video too!
@SirajRaval
@SirajRaval 7 лет назад
thanks Sebastian!
@nikhilmenda2983
@nikhilmenda2983 7 лет назад
Elon Musk sent me here!
@harshvardhan-vy2vo
@harshvardhan-vy2vo 7 лет назад
Nikhil Menda me too
@SirajRaval
@SirajRaval 7 лет назад
hell yea, greatest tweet ever
@harshvardhan-vy2vo
@harshvardhan-vy2vo 7 лет назад
Ur videos are great by the way.
@charleslaux8964
@charleslaux8964 7 лет назад
Siraj Raval when I run the code I get Trace back (most recent call last): File “C:\users\gamer\appdata\local\programs\python\python3.6\coast.py”, line 1 In Import gym Module not found error: no module named gym
@charleslaux8964
@charleslaux8964 7 лет назад
Can you help
@victoryuwaoma6533
@victoryuwaoma6533 7 лет назад
COOL!!! I subscribed today and i've learnt a whole lot
@brpawankumariyengar4227
@brpawankumariyengar4227 3 года назад
You are awesome ... funny and informative at the same time
@himself99
@himself99 6 лет назад
Your humour is awesome!
@SoberCwalk
@SoberCwalk 7 лет назад
Great explanation of universe. Subbed.
@SirajRaval
@SirajRaval 7 лет назад
thanks Ernest!
@ciberglo
@ciberglo 7 лет назад
Siraj, what do you think would be better to classify a group of sensors captured each second? I.e., their values and the latest 10 groups (seconds) might interfere the interpretation.
@USBEN.
@USBEN. 7 лет назад
Man you is doing great stuff .
@joesadaka2534
@joesadaka2534 7 лет назад
Siraj i love your energy!!! keep it up
@kunalr_ai
@kunalr_ai 5 лет назад
Thanks for the episode
@TheOswald42
@TheOswald42 7 лет назад
Siraj, you just read my mind, back then I often watch com vs com in fighting games, yeah I know it is weird watching computer playing, but I enjoy watching how AI react to each other, because I set it at the highest difficulty and the fastest AI movement, and the result is fantastic, they perform beyond human level reaction capability, and if both character power gap is close, it is like watching anime fighting scenes for 15 minutes or longer in insanely intense high speed fight thank you for this video
@SirajRaval
@SirajRaval 7 лет назад
Oswald that's pretty cool i don't think that's weird. game bots are so fascinating to watch
@nano7586
@nano7586 6 лет назад
Oh man, i was hoping you could apply this to applications on your pc too (not just flash games)
@poojanpatel2437
@poojanpatel2437 7 лет назад
You are great youtuber! Unique way to make video and very good!
@gabelarkin1796
@gabelarkin1796 7 лет назад
Came across Universe on another forum and my first thought (well actually my second!; first was to seek out more discussion at HN) was to see if Siraj had anything up re: Universe. Went to HN and you were the first comment. Winning!
@SirajRaval
@SirajRaval 7 лет назад
woot, thanks Gabe. #feelthelearn
@downthelead4386
@downthelead4386 7 лет назад
loving the revolution 9 part in the beginning!
@SirajRaval
@SirajRaval 7 лет назад
haha thanks!
@simocennetten5239
@simocennetten5239 7 лет назад
thank you for your help and support i really appreciate you are changing my life
@SirajRaval
@SirajRaval 7 лет назад
that makes me really happy
@paulovenz8037
@paulovenz8037 7 лет назад
your videos are so great, i learn so much in such a short period of time, fantastic work
@SirajRaval
@SirajRaval 7 лет назад
thanks Paul :)
@bara2c
@bara2c 3 года назад
I am new to coding and dont have much idea of how to do this. What platform do you use to write that code? and what do I need to do to import all that info?
@RaisesCom
@RaisesCom 7 лет назад
I remember when this channel had 50 subs
@ivangouvea4195
@ivangouvea4195 7 лет назад
Yeah. that was like 2 months ago...
@SirajRaval
@SirajRaval 7 лет назад
Natu, you were one of the first people to watch my vids. Thanks for believing in me
@RaisesCom
@RaisesCom 7 лет назад
I told you, you would make it fam. Here's to 100k subs
@SunMai93
@SunMai93 7 лет назад
Natu "Altermax" Myers still not popular enough
@Y2Kvids
@Y2Kvids 7 лет назад
Natu "Altermax" Myers All of them are subscribe bot.
@xPROxSNIPExMW2xPOWER
@xPROxSNIPExMW2xPOWER 7 лет назад
the facebook thing running in circle hits too close lmao
@SirajRaval
@SirajRaval 7 лет назад
ikr lol
@mohammadhadikhatami410
@mohammadhadikhatami410 7 лет назад
fan of your works.
@SirajRaval
@SirajRaval 7 лет назад
thanks Mohammad!
@AmrShriefIGOR
@AmrShriefIGOR 7 лет назад
amazing video overview! i have a question tho, the processing is still done on your pc or do they have a server taking care of that? and does it use GPU or CPU?
@SirajRaval
@SirajRaval 7 лет назад
on my PC. uses CPU, you can set it to GPU as well.
@AmrShriefIGOR
@AmrShriefIGOR 7 лет назад
thanks man
@harshdeepdwivedi9731
@harshdeepdwivedi9731 5 лет назад
Love your videos.
@mr-01gentle6
@mr-01gentle6 6 лет назад
hi there Siraj, really nice video. what advice would you give me if I wanna learn Machine Learning given that I am a complete newbie? and thanks again for the great video.
@tristant9686
@tristant9686 7 лет назад
Nice video! Cool libraries, never heard of them.
@SirajRaval
@SirajRaval 7 лет назад
thanks Tristan
@isensmith
@isensmith 7 лет назад
this is fantastic,
@SirajRaval
@SirajRaval 7 лет назад
woot thanks!
@randyh647
@randyh647 7 лет назад
awesome ... happy Google recommend you based on my viewing habits. lol. still trying to solve my video problem but learned more in 2 days than past 5 months thanks!
@SirajRaval
@SirajRaval 7 лет назад
woot, thanks Randy!
@TheCrescentKing
@TheCrescentKing 7 лет назад
Dude, dude, you rock ! Thank you for this video !!
@SirajRaval
@SirajRaval 7 лет назад
anytime thanks
@baichoo0441
@baichoo0441 4 года назад
Wait up, I have a few questions. What if the game requires other key input, like apart from up in this case? Edit: Also, how do you select other games? Like do I have to build my own system to play GTA for example or is there a way for the AI to support the game directly?
@mentorbaba1803
@mentorbaba1803 7 лет назад
Thank you, got an inspiration to start
@SirajRaval
@SirajRaval 7 лет назад
thanks!
@sethholt10
@sethholt10 3 года назад
you know how to make a video game bot?
@amosnimos
@amosnimos 4 года назад
"and other environment" how do we use it on a specific game ?
@GoldenAngel3341
@GoldenAngel3341 3 года назад
I want to use this for games like Skyrim and the link you listed has this "This repository has been deprecated in favor of the Retro". I'm not looking for Retro games though atm, is Universe still a good option?
@MrSupergingerman
@MrSupergingerman 7 лет назад
A+, this channel is still kickass! You do such a great job of making this stuff accessible for noobs like me. I hope you'll collaborate with OpenAI more in the future; seems like a perfect match!
@SirajRaval
@SirajRaval 7 лет назад
Thanks Layton! I'd love to, they are awesome
@kkevinluke
@kkevinluke 4 года назад
SOO Blown Away by this. !!!!
@johail3510
@johail3510 2 года назад
For anyone who knows: how much changes if you want to make bots that are basically resource farms? In my case it is one of those "attack other players- kingdoms for resources" games. Making a fleet of bots that farm resources and keeps no army, and just moves around the map being basically free resources sounds pretty interesting, would that significantly change anything?
@theholyromanarmy4745
@theholyromanarmy4745 5 лет назад
I'm new to Python where do I write the code like you do? and how do I get files like gym etc.
@alexfern8748
@alexfern8748 4 года назад
Do you have links to bots that could play more complexe game, like skyrim for example?
@GreatCGF
@GreatCGF 7 лет назад
Really Awsome, thank you Siraj
@SirajRaval
@SirajRaval 7 лет назад
thanks Claudinho
@harvindersingh5119
@harvindersingh5119 7 лет назад
Would love to see Bucky,Harrison and Siraj Collab😁
@SirajRaval
@SirajRaval 7 лет назад
would be cool ;)
@Prashant-ls3dd
@Prashant-ls3dd 7 лет назад
DE-FACTOR [Facts and Mythbusting] bucky from thenewboston?
@RAJATTHEPAGAL
@RAJATTHEPAGAL 7 лет назад
Ohh that would be mind blowing. :-D
@hazeneko1
@hazeneko1 2 года назад
You are awesome with explications jja thx a lot of
@159abdellah
@159abdellah 7 лет назад
you had me on hello ! love your channel
@SirajRaval
@SirajRaval 7 лет назад
woot thanks
@BrandNewByxor
@BrandNewByxor 5 лет назад
3:51 is strangely hilarious. It's the kind of 2 second clip you could download and use as a shitpost for almost anything.
@prestonjensen6172
@prestonjensen6172 7 лет назад
Great video, as always. What's up with the audio in this one though?
@SirajRaval
@SirajRaval 7 лет назад
thanks Preston. Yup thats the one part im unhappy with, will get better next time
@AhmedKhan-io7qk
@AhmedKhan-io7qk 7 лет назад
didnt know about universe, thats amazing
@SirajRaval
@SirajRaval 7 лет назад
many possibilities
@soffoiramnin5503
@soffoiramnin5503 6 лет назад
how do you install gym and how do you have it imported with no errors?
@jaideairblade
@jaideairblade 4 года назад
How can you make in a pc game witch is like a flash game? Since you just showed how to do it in the environments
@CarliBotes
@CarliBotes 7 лет назад
4:35 that cheeky insertion
@Edgedable
@Edgedable 7 лет назад
Mr Siraj where or what do you use to keep up with all the happenings in the ai community do you just follow reddit? I wanna be cool like you
@SirajRaval
@SirajRaval 7 лет назад
twitter & machine learning subreddit
@md.jannatultasnim2661
@md.jannatultasnim2661 5 лет назад
Can we use the same concept to build a recommendatiom system.?
@UnAwaken
@UnAwaken 6 лет назад
Your hair is bloody wicked man!!
@K6G8M9P0
@K6G8M9P0 7 лет назад
Thanks for the video
@SirajRaval
@SirajRaval 7 лет назад
u got it
@Shogoeu
@Shogoeu 6 лет назад
Technically it's not a 10 line code since all the functionality of your bot is implemented by an external library, what you made is the interface that connects the game to the actual "bot".
@AnonymousAccount514
@AnonymousAccount514 6 лет назад
What about the bots in fighting games like Mortal Kombat...do those use the same if/then logic?
@tim2001tw
@tim2001tw 5 лет назад
could this work in any programming area? Or only the one you use
@wobblemanjohnsonheisenberg
@wobblemanjohnsonheisenberg 6 лет назад
Yo props bro, I'm a ME sophomore and I'm teaching myself basics of python C++ and I'm going to start Java
@danieldossantos5868
@danieldossantos5868 5 лет назад
I'm a little confused as to how to run the code. I tried running it in PyCharm and got, *'Error while fetching server API version: {0}'.format(e)* *docker.errors.DockerException: Error while fetching server API version: ('Connection aborted.', FileNotFoundError(2, 'No such file or directory'))*
@andyrantshumanphilosopher7571
@andyrantshumanphilosopher7571 2 года назад
How do i feed the data into a neural network? Do i just slap the code for the network on the end of the bot code and tell it that the input is the bot output?
@yeskabennis1159
@yeskabennis1159 6 лет назад
is it possible to use that AI to farm in mmo games or in competitive games like dota?
@nisarullah7734
@nisarullah7734 5 лет назад
hey siraj i can't install the package of universe in pycharm i don't it shows error
@XxUSMCForceReconxX
@XxUSMCForceReconxX 7 лет назад
Could you perform a simple action for King Of Avalon? I need to create bots for my farms
@yourinfoteacher
@yourinfoteacher 6 лет назад
i am bot programmer and i use for that Autohotkey language i work online as bot programmer freelancer and/or teacher if you worried about that comment any of my videos ... i have some Autohotkey videos in my channel you can watch them :)
@AkinJanet
@AkinJanet 6 лет назад
hey bro when l look at your eyes l cant hold laughing, your like a animation character :) funny and cute
@Frankthegravelrider
@Frankthegravelrider 7 лет назад
SIRAJ, 'dat content 'doe! All ways with that fresh code
@SirajRaval
@SirajRaval 7 лет назад
ayyyy lmao thx
@Frankthegravelrider
@Frankthegravelrider 7 лет назад
Sirajology keep it up :)
@ryanhaberle4884
@ryanhaberle4884 7 лет назад
i am really interested in this. Mainly the reason I got into programming. Do you have any links that can help me install universe, it is not allowing me with "pip install universe" great video and thanks!
@yourinfoteacher
@yourinfoteacher 6 лет назад
the best and most useful language for bots is Autohotkey(i have some videos about it in my channel)... if you want an online freelancer or teacher comment one of my videos
@narutokunn
@narutokunn 5 лет назад
What does line 8 do? Actually, how it does what its doing? I am a beginner and cant figure it out. Can you please elaborate?
@daniyaljavaid329
@daniyaljavaid329 7 лет назад
damn you are genius af , from where do you study all of these topics ?
@Attakijing
@Attakijing 7 лет назад
kollege
@vedanshsingh6123
@vedanshsingh6123 6 лет назад
You are just awesome.
@kidpog3d101
@kidpog3d101 7 лет назад
comes just right for a python project for school :)
@SirajRaval
@SirajRaval 7 лет назад
dope, excited to see what you build :)
@Murk781
@Murk781 4 года назад
How do I use the Tensorflow starter bot? Are the instructions already in the description?
@Jamesucht
@Jamesucht 7 лет назад
Could you use this to make a TAS?
@andrewkerr9438
@andrewkerr9438 6 лет назад
Human: bot, fix humanity. Bot: ok. Bot: preparing for planetary destruction.
@rtluo1546
@rtluo1546 7 лет назад
How could you release the video the same time as they release the code.
@montethakkar
@montethakkar 7 лет назад
"OpenAI asked me to make this video and I gladly said yes. They are awesome!!" He says it on the description.
@rtluo1546
@rtluo1546 7 лет назад
Monte Thakkar I didn't see the description. This makes sense to me now.
@graphoverflow
@graphoverflow 7 лет назад
it says "OpenAI asked me to make this video and I gladly said yes. They are awesome!!" in the description, so he must have had early access to the code
@SirajRaval
@SirajRaval 7 лет назад
yup had early access, this was so dope worked on this all weekend and got to work with some heroes (Ilya Sutskever and Andrej Karpathy)
@McMurchie
@McMurchie 7 лет назад
In 200 years, this will be a youtube video by Sirajology's digital conscience for robots on how to make robot like A.I for their pet humans.
@SirajRaval
@SirajRaval 7 лет назад
haha probably
@RussellTeapot
@RussellTeapot 7 лет назад
"Would you like to make your own pet human? It's super easy, just a few lines of code: import brain import skeleton import muscles"
@gongaga-jj3ig
@gongaga-jj3ig 7 лет назад
T R A N S C E N D E N C E
@suriyadeepanramamoorthy7658
@suriyadeepanramamoorthy7658 7 лет назад
wow! that was quick!
@SirajRaval
@SirajRaval 7 лет назад
woot!
@catleugh
@catleugh 6 лет назад
Wish I had one for my online poker games!
@tottiegod8021
@tottiegod8021 7 лет назад
Hi Siraj, I have taken data mining and soon to take AI next semester. I understand the the basics, but I don't quite get why x does y and a does b. In other words I don't have any practical experience besides iris.txt I can relate to. Where can I start making the connections to different techniques used and where they fit?
@SirajRaval
@SirajRaval 7 лет назад
wait for my new series coming out in a week
@RahulKumar-yh4ui
@RahulKumar-yh4ui 6 лет назад
What if I wanted to make an AI for an emulated game, say Pokemon FireRed emulated on any emulator say VBA? How should I go about it? Any ideas?
@ivysly
@ivysly 7 лет назад
hey siraj. i'm a pretty amateur programmer and I don't quite understand ALL of the concepts employed in the video and the code. what should I do in terms of messing with the code to better understand what everything really does?
@SirajRaval
@SirajRaval 7 лет назад
read 'learn python the hard way', watch all my videos and download and run the code locally. you'll get really good really fast
@ivysly
@ivysly 7 лет назад
isn't that book strictly Python 2?
@vazevedofull
@vazevedofull 7 лет назад
awesome!
@curiouskid1547
@curiouskid1547 Год назад
Well I was searching how to make an AI for my game. Is there a way to have the bot as part of the game the users can play against?
@teslathejolteon8007
@teslathejolteon8007 5 лет назад
I cannot wait to run this on pokemon showdown!
@royroman6563
@royroman6563 5 лет назад
Do you have a source for your historical explanation?
@lucas3820
@lucas3820 5 лет назад
please make another example in a more complex game, (fighting game).
@Lil__Ro
@Lil__Ro 3 года назад
Anybody know how you do it for multiple keys? He didn’t explain that
@Dream-rc2lz
@Dream-rc2lz 7 лет назад
If i understand we can only choose on this list of game. right?
@ilozeet
@ilozeet 6 лет назад
any follow up on openai coming up at all in 2018 siraj?
@throndaxlostsoul4969
@throndaxlostsoul4969 4 года назад
Does this support any type of game not just the given examples shown?
@cluckeryduckery261
@cluckeryduckery261 6 лет назад
I simultaneously fear and admire your hair. Perhaps the world isn't ready...
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