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AI Learns to play the Worlds Hardest Game
 
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If it wins does that make it the worlds best AI? NEXT LEVEL: https://www.youtube.com/watch?v=kVwkLb8zxq0&t=1s Run the AI in your browser https://code-bullet.github.io/WorldsHardestGameAI/WHG/ Check out my tutorial on genetic algorithm https://www.youtube.com/watch?v=BOZfhUcNiqk&t=2s Follow me on twitter https://twitter.com/code_bullet Become a patreon to support my future content https://www.patreon.com/CodeBullet Check out my Discord server https://discord.gg/UZDMYx5
Views: 3050241 Code Bullet
AI learns to play Google Chrome Dinosaur Game || Can you beat it??
 
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Using NEAT I created an AI to play the Google Chrome Dionsaur Game, and its awesome Big thanks to Brilliant.org for supporting this channel check them out at https://www.brilliant.org/CodeBullet Become a patreon to support my future content as well as sneak peaks of whats to come. https://www.patreon.com/CodeBullet Check out my Discord server https://discord.gg/UZDMYx5
Views: 5500333 Code Bullet
AI learns to play Asteroids
 
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Using neuroevolution I trained an AI to play the game Asteroids and it nailed it. If you enjoy what I do and want more please consider supporting me on patreon https://www.patreon.com/CodeBullet Check out the source code https://github.com/Code-Bullet/AsteroidsAI music from flying tunes https://www.youtube.com/channel/UCdnkfU-V49Xpj_vNyP2BYlg songs used https://www.youtube.com/watch?v=KSN9LkWc5ks&index=21&list=PLNXt4mGJMAQrC7Q8Lnh1BhGOKcwW1gRtF https://www.youtube.com/watch?v=gd6GIz8ZILQ&list=PLNXt4mGJMAQrC7Q8Lnh1BhGOKcwW1gRtF&index=16 https://www.youtube.com/watch?v=8ZVdItaXCnY&list=PLNXt4mGJMAQrC7Q8Lnh1BhGOKcwW1gRtF&index=28
Views: 538239 Code Bullet
MarI/O - Machine Learning for Video Games
 
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MarI/O is a program made of neural networks and genetic algorithms that kicks butt at Super Mario World. Source Code: http://pastebin.com/ZZmSNaHX "NEAT" Paper: http://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf Some relevant Wikipedia links: https://en.wikipedia.org/wiki/Neuroevolution https://en.wikipedia.org/wiki/Evolutionary_algorithm https://en.wikipedia.org/wiki/Artificial_neural_network BizHawk Emulator: http://tasvideos.org/BizHawk.html SethBling Twitter: http://twitter.com/sethbling SethBling Twitch: http://twitch.tv/sethbling SethBling Facebook: http://facebook.com/sethbling SethBling Website: http://sethbling.com SethBling Shirts: http://sethbling.spreadshirt.com Suggest Ideas: http://reddit.com/r/SethBlingSuggestions Music at the end is Cipher by Kevin MacLeod
Views: 7254163 SethBling
Artificial Intelligence (for Games) in a Minute
 
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If you have absolutely no idea how you would go about making an AI for a game, here is a one-minute version of one of the most basic, core concepts. Hopefully this gets you in the right direction! I'm planning on many more videos on this topic, so this isn't all there is to it! If you have any interesting ideas, comments or questions, submit them here for my upcoming Q&A video: https://goo.gl/B1kc0X Twitter: https://twitter.com/TheHappieCat Facebook: https://www.facebook.com/TheHappieCat/
Views: 42824 TheHappieCat
Artificial intelligence, video games and the mysteries of the mind | Raia Hadsell | TEDxExeterSalon
 
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Artificial intelligence could be the powerful tool we need to solve some of the biggest problems facing our world, argues Raia Hadsell. In this talk, she offers an insight into how she and her colleagues are developing robots with the capacity to learn. Their superhuman ability to play video games is just the start. Raia is a senior research scientist on the Deep Learning team at DeepMind, with a particular focus on solving robotics and navigation using deep neural networks. --- TEDxExeterSalon: From driverless cars to diagnosis of medical imaging, artificial intelligence is being heralded as the next industrial revolution. But how does AI relate to us in all our glorious complex humanity? Our first TEDxExeterSalon explored the ways in which we’ll interact with algorithmic intelligence in the near future. TEDxExeter: Now in our 7th year, TEDxExeter is Exeter’s Ideas Festival with global reach, licensed by TED and organised by volunteers who are passionate about spreading great ideas in our community. More information: http://www.tedxexeter.com Production: http://www.youtube.com/familygamertv Filming: http://firstsightmedia.co.uk/ Raia Hadsell is a research scientist on the Deep Learning team at DeepMind. She moved to London to join DeepMind in early 2014, feeling that her fundamental research interests in robotics, neural networks, and real world learning systems were well-aligned with the agenda of Demis, Shane, Koray, and other members of the original team. Raia’s research at DeepMind focuses on a number of fundamental challenges in AGI, including continual and transfer learning, deep reinforcement learning, and neural models of navigation. Raia came to AI research obliquely. After an undergraduate degree in religion and philosophy from Reed College, she veered off-course (on-course?) and became a computer scientist. Raia’s PhD with Yann LeCun, at NYU, focused on machine learning using Siamese neural nets (often called a ‘triplet loss’ today) and on deep learning for mobile robots in the wild. Her thesis, ‘Learning Long-range vision for offroad robots’, was awarded the Outstanding Dissertation award in 2009. This talk was given at a TEDx event using the TED conference format but independently organized by a local community. Learn more at https://www.ted.com/tedx
Views: 8606 TEDx Talks
A.I. vs A.I. - Will They Fight or Cooperate?
 
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Google DeepMind pits Artificial Intelligence against Artificial Intelligence into 2 games to see if they fight or cooperate Game 1: Gathering gameplay Two A.I. players are collecting apples(green) They may zap each other with a laser beam to temporarily remove another from the game Conclusion: when apples were in plentiful supply - They(Players) didn’t zap each other But, when stocks dwindled - the amount of zapping increased And the cleverer AI - zaps more aggressively Game 2: Wolfpack gameplay (Red) wolves chase the blue dot while avoiding (grey) obstacles.G Conclusion The cleverer the AI player, the more likely it was to cooperate with other players. Because learning to work with the other player to track and herd the prey requires more computational power
Views: 1871970 Future Lab
AI learns to play the WORLDS HARDEST GAME even more levels
 
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Using the genetic algorithm I trained an Ai to play even more levels of the worlds hardest game. check out previous videos https://www.youtube.com/watch?v=kVwkLb8zxq0&t=353s https://www.youtube.com/watch?v=Yo2SepcNyw4&t=3s I will upload the code soon so you can run these things yourself. Twitter: https://twitter.com/code_bullet Patreon: https://www.patreon.com/CodeBullet Discord: https://discord.gg/UZDMYx5
Views: 934826 Code Bullet
16 Games With Incredible Artificial Intelligence
 
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Artificial intelligence can make or break a video game. That is no exaggeration. Good AI can elevate average game to an excellent one, while at the same time, bad AI can turn a great concept into a poorly executed mess. Immersion, challenge, thrill, enjoyment, atmosphere- there are so many things that are dependent on a game’s AI. Which is why when we say that AI is perhaps one of the most important aspects of any modern video game, you know we’re not being hyperbolic. Just like anything else in the video games industry though, there are some developers and video games that handle artificial intelligence much better than others. Here, in this list, we’ve compiled what we feel are the sixteen games with the best AI we’ve ever seen. As always, if in any way you disagree with our selections, let us know why that is via your comments below. SUBSCRIBE FOR MORE VIDEOS: https://www.youtube.com/user/GamingBoltLive LIKE US ON FACEBOOK: https://www.facebook.com/GamingBolt-Get-a-Bolt-of-Gaming-Now-241308979564/?fref=ts FOLLOW US ON TWITTER: https://twitter.com/GamingBoltTweet
Views: 121526 GamingBolt
AI learns to play snake using Genetic Algorithm and Deep learning
 
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Using a neural network and the genetic algorithm I trained an AI to play snake. Time Passing By by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/
Views: 1817994 Code Bullet
NES AI Learnfun & Playfun, ep. 2: Zelda, Punch-Out, stocks, etc.
 
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Six more games played by Learnfun & Playfun; some good, some not so good. This is a pair of programs I wrote that learn to play Nintendo games using an amusingly simple technique. For the technical details, downloads, and more videos, see: http://tom7.org/mario/ Continue with episode 3: http://www.youtube.com/watch?v=Q-WgQcnessA
Views: 361180 suckerpinch
AI learns to play 2048
 
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I created an AI to play the game 2048, his name is Thomas Huge thanks to Brilliant.org for supporting this channel check them out at https://www.brilliant.org/CodeBullet I have twitter now. Yay follow me to fill the void in my heart https://twitter.com/code_bullet Become a patreon to support my future content as well as sneak peaks of whats to come. https://www.patreon.com/CodeBullet Check out my Discord server https://discord.gg/UZDMYx5 I know heaps of people are going to ask so here is the music Mirror Mirror - Diamond Ortiz Smiles for miles - Silent Partner Hyperspeed - eveningland Gypsy Dance - Topher Mohr and Alex Elena Etherial Chior Ascends - Doug Maxwell Wishful thinking - Dan Labowitz
Views: 1610650 Code Bullet
Flappy Bird - Mashine Learning - Over 2000000 Points After 86 Generations
 
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Program learns to play Flappy Bird by machine learning Over 2 Million Points after couple of hours. play: https://xviniette.github.io/FlappyLearning/ github: https://github.com/xviniette/FlappyLearning
Views: 467094 Lets Play
How Halo 3 Builds Large-Scale AI Battles | AI and Games
 
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AI and Games is a crowdfunded show and wouldn't be possible wthout the wonderful people who support it on Patreon. https://www.patreon.com/posts/22116442 http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames Learn more about the making of this video, get notes from my research and video prep over on patreon now: Get yourself an AI and Games t-shirt over on Teespring! https://teespring.com/stores/aiandgames You can follow AI and Games (and me) on Facebook, Twitter and Instagram: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.instagram.com/aiandgames/ http://www.twitter.com/GET_TUDA_CHOPPA -- I return to the Halo universe and build on my existing video on the behaviour tree AI of Halo 2, to discuss how Halo 3 manages large-scale infantry combat. You can read the article based on this video at: http://www.aiandgames.com/halo3 http://gamasutra.com/blogs/TommyThompson/20181022/328891/Combat_Evolved__Encounter_Design_in_Halo_3.php #gamedev #AI #Halo
Views: 8602 AI and Games
Elon Musk's 'Dota 2' Experiment is Disrupting Esports in a Big Way - No Playing Field
 
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Elon Musk's artificial intelligence research company, OpenAI, is developing a self-learning bot for one of the most complex esports titles: 'Dota 2.' It has already become the ultimate challenge for players, but for top esports pros, it is also a major opportunity. 'No Playing Field' is a series by Mashable following the behind-the-scenes of the ever-growing world of esports. From huge investment opportunities, to secret team tactics, to obsessed fans, the series gives deep insights on how esports came to be, its current challenges and where it's heading next. Produced by Matt Kline Watch more esports videos from Mashable: http://on.mash.to/NoPlayingField MASHABLE ON YOUTUBE Subscribe to Mashable: http://on.mash.to/subscribe Best of playlist: https://on.mash.to/BestOf MASHABLE ACROSS THE WEB Mashable.com: http://on.mash.to/1hCcRpl Facebook: http://on.mash.to/2lyOwmZ Twitter: http://on.mash.to/1Udp1kz Instagram: http://on.mash.to/1U6D40z Mashable is for superfans. We're not for the casually curious. Obsess with us.
Views: 4659294 Mashable
Elon Musk’s A.I. Destroys Champion Gamer!
 
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Subscribe here: https://goo.gl/9FS8uF Check out the previous episode: https://www.youtube.com/watch?v=VadUK8-5OSA Become a Patreon!: https://www.patreon.com/ColdFusion_TV Hi, welcome to ColdFusion (formerly known as ColdfusTion). Experience the cutting edge of the world around us in a fun relaxed atmosphere. Sources: Dota 2 Championship: https://www.youtube.com/watch?v=92tn67YDXg0 Demis Hassabis Talk: https://www.youtube.com/watch?v=Ia3PywENxU8 https://blog.openai.com/robots-that-learn/ http://www.dailystar.co.uk/tech/gaming/637125/Paris-2024-Olympic-Games-eSports-Call-of-Duty-Overwatch-DOTA-Paris-IOC www.theverge.com/platform/amp/2017/8/11/16137388/dota-2-dendi-open-ai-elon-musk https://www.theverge.com/2017/5/16/15648158/openai-elon-musk-robotics-ai-one-shot-imitation-learning //Soundtrack// 1:00 Sinoptik Music - Don't Leave Me (Original Mix) 3:19 Uppermost - Machine Code 4:20 Grifta – Dawn 7:10 Valotihkuu - First Light 9:07 Scullious - Meant To Be » Google + | http://www.google.com/+coldfustion » Facebook | https://www.facebook.com/ColdFusionTV » My music | http://burnwater.bandcamp.com or » http://www.soundcloud.com/burnwater » https://www.patreon.com/ColdFusion_TV » Collection of music used in videos: https://www.youtube.com/watch?v=YOrJJKW31OA Producer: Dagogo Altraide » Twitter | @ColdFusion_TV
Views: 1622313 ColdFusion
How to Make an Amazing Video Game Bot Easily
 
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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. : https://github.com/openai/universe And a Tensorflow based starter bot can be found here: https://github.com/openai/universe-starter-agent Some great learning resources: https://www.nervanasys.com/openai/ http://karpathy.github.io/2016/05/31/rl/ http://kvfrans.com/simple-algoritms-for-solving-cartpole/ https://kofzor.github.io/Reinforcement_Learning_101/ Join other Wizards on our Slack channel: https://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: https://www.patreon.com/user?u=3191693 Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/ Signup for my newsletter for exciting updates in the field of AI: https://goo.gl/FZzJ5w
Views: 258239 Siraj Raval
Artificial Intelligence Research in Games [AI & Games Lecture #1]
 
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The first in a multi-part series of public lectures on AI in games. Recorded on 20th October 2014 at the University of Derby. In this first video, we detail some of the most interesting work in using video games as benchmarks within the AI research community. This is largely focussed on four competition benchmarks: - The Ms. Pac-Man Competition - The Mario AI Competition - The 2K BotPrize - The Starcraft AI Competition Full credit must be given to the following authors of videos used in this presentation: "Ms. Pac-Man AI - ICE Pambush 3" (RTNO1) https://www.youtube.com/watch?v=Zo0YujjX1PI "ICEP-IDDFS (Ms. Pac-Man) vs Memetix (Ghosts)" (RTNO1) https://www.youtube.com/watch?v=Zo0YujjX1PI "Infinite Mario AI - Long Level" (Robin Baumgarten) https://www.youtube.com/watch?v=DlkMs4ZHHr8 "Infinite Mario AI vs Hard Level" (UCSCweber) https://www.youtube.com/watch?v=V06nEHw70b4 "CIG 2010 Level Generator Entry" (UCSCweber) https://www.youtube.com/watch?v=8Eu8sRV2yd4&index=46 "BotPrize Video" (Sean Williams) https://www.youtube.com/watch?v=mUNfjMDhCpM "2012 AIIDE StarCraft AI Competition - Highlight Reel" (serendib7) https://www.youtube.com/watch?v=jYzSffdvvwo The remaining videos have all been crafted by myself. More videos and articles on work in Ms. Pac-Man and Super Mario can be found at the following links: "The Mario AI Competition": http://www.patreon.com/creation?hid=614578 "What's the Deal with Pac-Man?": http://www.patreon.com/creation?hid=614536 For those interested in a copy of the slides (without videos), they can be found at: https://t2thompson.files.wordpress.com/2015/02/part-1-ai-research-in-video-games-minus-video.pptx
Views: 17925 AI and Games
I created a PERFECT minesweeper AI
 
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Using the power of MATH and Probability, I was able to create what I believe to be a perfect minesweeper player Become a patreon to support my future content as well as sneak peaks of whats to come. https://www.patreon.com/CodeBullet Check out my Discord server https://discord.gg/UZDMYx5 live QnA at 8:30 - 9:00pm every Sunday AEST
Views: 2325384 Code Bullet
NES Tetris Lua AI playing to 999999
 
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More projects at: http://www.sanderhendrickx.be --- AI written in Lua playing the original NES Tetris on the Bizhawk emulator until maximum score. The AI has no knowledge of the next tetromino. Excellent play near the end to get the last 300.000 points, including several Tetris clears from 15:30 onward. 06:00 100.000 09:35 250.000 10:50 327.000 lvl 29 12:54 500.000 16:38 999.999
Views: 68504 Sander Hendrickx
How Games Use Artificial Intelligence To Play Hide & Seek
 
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We've always had AI systems in games, but how exactly do things work when an enemy searches for you while the computer always knows where you are in the first place? Let's talk. Subscribe for more: http://youtube.com/gameranxtv
Views: 201114 gameranx
The AI of Doom (2016) | AI and Games
 
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AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games (and me) on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.twitter.com/GET_TUDA_CHOPPA A written version of this video is available: The AI and Games website: http://aiandgames.com/doom2016 Gamasutra: http://gamasutra.com/blogs/TommyThompson/20180806/323715/Cyber_Demons__The_AI_of_DOOM_2016.php -- DOOM's return in 2016 thrilled audiences as it married modern design sensibilities with a reverence for classic shooter gameplay. In this video I reveal how it all works and how 2011's Rage paved the way for DOOM's AI systems. -- Videos used in this episode are taken from the following: 'DOOM Resurrection [Part 1]: To Hell and Back' by NoClip https://www.youtube.com/watch?v=PS6SBnccxMA 'Embracing Push Forward Combat in DOOM' GDC 2018 https://www.youtube.com/watch?v=2KQNpQD8Ayo 'Bringing Hell to Life: AI and Full Body Animation in DOOM' https://www.youtube.com/watch?v=3lO1q8mQrrg -- Soundtrack for this episode is the following tracks from the DOOM Soundtrack by Mick Gordon. - "MasterMind' - 'Hellwalker' - 'Harbinger' - 'BFG Division' - 'Biowaves' #gamedev #AI #DOOM
Views: 164887 AI and Games
The AI Gaming Revolution
 
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Artificial intelligences that play abstract, strategic board games have come a long way, but how do their "brains" work? Hosted by: Hank Green ---------- Support SciShow by becoming a patron on Patreon: https://www.patreon.com/scishow ---------- Dooblydoo thanks go to the following Patreon supporters -- we couldn't make SciShow without them! Shout out to Kevin Bealer, Justin Lentz, Mark Terrio-Cameron, Patrick Merrithew, Accalia Elementia, Fatima Iqbal, Benny, Kyle Anderson, Mike Frayn, Tim Curwick, Will and Sonja Marple, Philippe von Bergen, Chris Peters, Kathy Philip, Patrick D. Ashmore, Thomas J., charles george, and Bader AlGhamdi. ---------- Like SciShow? Want to help support us, and also get things to put on your walls, cover your torso and hold your liquids? Check out our awesome products over at DFTBA Records: http://dftba.com/scishow ---------- Looking for SciShow elsewhere on the internet? Facebook: http://www.facebook.com/scishow Twitter: http://www.twitter.com/scishow Tumblr: http://scishow.tumblr.com Instagram: http://instagram.com/thescishow ---------- Sources: http://www.aaai.org/ojs/index.php/aimagazine/article/view/1848/1746 http://www.sciencedirect.com/science/article/pii/S0004370201001291 http://www.usgo.org/brief-history-go http://www.theatlantic.com/technology/archive/2016/03/the-invisible-opponent/475611/ http://journals.lww.com/neurosurgery/Fulltext/2016/06000/Ready_or_Not,_Here_We_Go___Decision_Making.2.aspx https://www-03.ibm.com/ibm/history/exhibits/mainframe/mainframe_PP704.html http://www.welivesecurity.com/2010/12/29/what-are-heuristics/ http://www.cs.bham.ac.uk/~jxb/IAI/w7.pdf http://www.readcube.com/articles/10.1038/nature14541?r3_referer=nature Images: https://commons.wikimedia.org/wiki/File:Chatbot.jpg https://commons.wikimedia.org/wiki/File:IBM_Electronic_Data_Processing_Machine_-_GPN-2000-001881.jpg https://commons.wikimedia.org/wiki/File:IBM_729_tape_drives.agr.jpg https://commons.wikimedia.org/wiki/File:Opening_chess_position_from_black_side.jpg https://commons.wikimedia.org/wiki/File:Kasparov-26.jpg https://commons.wikimedia.org/wiki/File:Deep_Blue.jpg https://commons.wikimedia.org/wiki/File:Go_game.jpg https://commons.wikimedia.org/wiki/File:Blank_Go_board.png https://commons.wikimedia.org/wiki/File:Chess_Board.svg https://commons.wikimedia.org/wiki/File:Antlia_Dwarf_PGC_29194_Hubble_WikiSky.jpg https://commons.wikimedia.org/wiki/File:Go_game_(2094497615).jpg https://commons.wikimedia.org/wiki/File:FloorGoban.JPG https://commons.wikimedia.org/wiki/File:Lee_Se-dol_2012.jpg
Views: 613387 SciShow
What Makes Good AI? | Game Maker's Toolkit
 
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When we talk about good AI, we often think about highly efficient and aggressive enemies in shooters like FEAR and Halo. But surely there's more to good artificial intelligence than this? Follow me on Twitter - https://twitter.com/britishgaming Follow Game Maker's Toolkit on Tumblr - http://gamemakerstoolkit.tumblr.com Support Game Maker's Toolkit on Patreon - https://www.patreon.com/GameMakersToolkit Sources The Illusion of Intelligence | Bungie http://halo.bungie.org/misc/gdc.2002.haloai/talk.html New Doom's deceptively simple design | Gamasutra http://www.gamasutra.com/view/news/295254/Make_me_think_make_me_move_New_Dooms_deceptively_simple_design.php The Secrets Of Enemy AI In Uncharted 2 | Gamasutra http://www.gamasutra.com/view/feature/134566/the_secrets_of_enemy_ai_in_.php The Systemic AI of Far Cry | AI & Games https://youtu.be/Q7of5BPmiUs Arkham Intelligence | AI & Games https://youtu.be/Oz04rH542l8 The Artificial Intelligence of Halo 2 | HowStuffWorks http://electronics.howstuffworks.com/halo2-ai.htm [ZIP] Designing to Promote Intentional Play | Clint Hocking http://clicknothing.typepad.com/Design/hockingc_GDC06_Intentionality.zip The Perfect Organism: The AI of Alien: Isolation | AI & Games https://www.youtube.com/watch?v=Nt1XmiDwxhY [PDF] The AI Systems of Left 4 Dead | Valve http://www.valvesoftware.com/publications/2009/ai_systems_of_l4d_mike_booth.pdf Toru Iwatani Interview | MameWorld http://www.mameworld.info/net/pacman/interview/interview1.html Uncharted 4 is not as scripted as you might think | GamesIndustry.biz http://www.gamesindustry.biz/articles/2016-11-04-uncharted-4-not-as-scripted-as-you-might-think Find Out More [PDF] Three States and a Plan | MIT Media Lab http://alumni.media.mit.edu/~jorkin/gdc2006_orkin_jeff_fear.pdf Managing Complexity in Halo 2 | GDC http://www.gdcvault.com/play/1020270/Managing-Complexity-in-the-Halo Modeling AI Perception and Awareness in Splinter Cell: Blacklist | GDC http://www.gdcvault.com/play/1020436/Modeling-AI-Perception-and-Awareness Understanding Pac-Man Ghost Behavior | GameInternals http://gameinternals.com/post/2072558330/understanding-pac-man-ghost-behavior Drivatar in Forza Motorsport | Microsoft Research https://web.archive.org/web/20160302162556/http://research.microsoft.com:80/en-us/projects/drivatar/forza.aspx MGS V Enemies Response System Guide | SegmentNext http://segmentnext.com/2015/09/05/mgsv-phantom-pain-enemies-response-system-defense-vehicles-guide/ How Prompto's AI-drive selfie system in Final Fantasy XV was built | Gamasutra http://www.gamasutra.com/view/news/292883/How_Promptos_AIdriven_selfie_system_in_Final_Fantasy_XV_was_built.php Further Reading / Viewing: Laments on Half-Life 2's AI and balance | Joe Wintergreen https://www.youtube.com/watch?v=OsDM7GKb0xU Game Development Myths: Players Want Smart Artificial Intelligence | Ask a Game Dev http://askagamedev.tumblr.com/post/76972636953/game-development-myths-players-want-smart Games shown in this episode (in order of appearance): F.E.A.R. (Monolith Productions, 2005) Halo 2 (Bungie, 2004) Half-Life (Valve Corporation, 1998) Halo: Combat Evolved (Bungie, 2001) DOOM (id Software, 2016) Alien: Isolation (The Creative Assembly, 2014) Batman: Arkham Asylum (Rocksteady Studios, 2009) Waking Mars (Tiger Style, 2012) Final Fantasy XV (Square Enix, 2016) The Legend of Zelda: Breath of the Wild (Nintendo, 2017) Splinter Cell: Blacklist (Ubisoft Toronto, 2013) Metal Gear Solid V: The Phantom Pain (Kojima Productions, 2015) The Elder Scrolls V: Skyrim (Bethesda Game Studios, 2011) Uncharted 2: Among Thieves (Naughty Dog, 2009) Far Cry 4 (Ubisoft Montreal, 2014) The Swindle (Size Five Games, 2015) Mark of the Ninja (Klei Entertainment, 2012) Pac-Man (Namco, 1980) Civilization V (Firaxis Games, 2010) Far Cry 2 (Ubisoft Montreal, 2008) Vanquish (PlatinumGames, 2010) Hitman (iO Interactive, 2016) Spelunky (Derek Yu, 2012) BioShock (Irrational Games, 2007) Prey (Arkane Studios, 2017) Middle-earth: Shadow of Mordor (Monolith Productions, 2014) Killer Instinct (Double Helix Games, 2013) Forza Motorsport 6 (Turn 10 Studios, 2015) Left 4 Dead (Turtle Rock / Valve, 2008) Rain World (Videocult, 2017) S.T.A.L.K.E.R.: Shadow of Chernobyl (GSC Game World, 2007) BioShock Infinite (Irrational Games, 2013) The Last Guardian (genDesign, 2016) Event[0] (Ocelot Society, 2016) Half-Life 2 (Valve Corporation, 2004) The Last of Us (Naughty Dog, 2013) Uncharted 4: A Thief's End (Naughty Dog, 2016) Music used in this episode: 00:00 - Into the Red (Waking Mars) 02:25 - Title Screen (Please, Don't Touch Anything) 03:20 - Screen OFF (Please, Don't Touch Anything) 05:35 - Black Hole (Please, Don't Touch Anything) 06:46 - Reverse (Please, Don't Touch Anything) 07:54 - Language (Please, Don't Touch Anything) 10:32 - Judegment (Please, Don't Touch Anything) 11:44 - Ruins (Please, Don't Touch Anything) 13:31 - Into the Red (Waking Mars)
Views: 887577 Mark Brown
Top 10 Video Games with the Best AI
 
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Someday computers may rise up and kill us all, so it’s best to suck up to the most intelligent of them right now. Join http://www.WatchMojo.com as we countdown our picks for the Top 10 Video Games with the Best AI. For this list we’re looking for examples of virtual intelligence, whether it's used as friend or foe that stand tall in the games we love. We're focusing strictly on dynamic and reactive events, where the AI can show its strengths on its own terms, so no scripted sequences here. Also, and perhaps most importantly, we’re not saying the AI in these games are perfect… Click here to subscribe: http://www.youtube.com/subscription_center?add_user=watchmojo or visit our channel page here: http://www.youtube.com/watchmojo Also, check out our interactive Suggestion Tool at http://www.WatchMojo.com/suggest :) Check us out at http://www.Twitter.com/WatchMojo, http://instagram.com/watchmojo and http://www.Facebook.com/WatchMojo. Special Thanks to our users "Vaibhav Gamit" & "Desmond Steven Richard" for suggesting this topic on our Suggestion Tool at http://www.Watchmojo.com/suggest. Check out the voting page here, http://watchmojo.com/suggest/Top+10+Video+Games+with+the+Best+AI If you want to suggest an idea for a WatchMojo video, check out our interactive Suggestion Tool at http://www.WatchMojo.com/suggest :) Want a WatchMojo cup, mug, t-shirts, pen, sticker and even a water bottle? Get them all when you order your MojoBox gift set here: http://watchmojo.com/store/ WatchMojo is a leading producer of reference online video content, covering the People, Places and Trends you care about. We update DAILY with 4-5 Top 10 lists, Origins, Biographies, Versus clips on movies, video games, music, pop culture and more!
Views: 2921057 WatchMojo.com
AI learns to play pool
 
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Using the genetic algorithm I train an AI to play pool. Source code is up https://github.com/Code-Bullet/Pool_AI
Views: 983591 Code Bullet
OpenAI vs HUMANS - AI vs 99.95% BEST PLAYERS 5v5 DOTA 2
 
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https://openai.com/ - OpenAI Research https://twitter.com/openai - OpenAI Updates OpenAI - https://www.twitch.tv/openai Commentary by ODPixel + Purge OpenAI vs HUMANS - AI vs 99.95% BEST PLAYERS 5v5 DOTA 2
Views: 733985 NoobFromUA
AI learns to play the Worlds Hardest Game || MORE LEVELS
 
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Watch some AI crush some more levels from the Worlds Hardest game run the AI yourself: level 1: https://code-bullet.github.io/WorldsHardestGameAI/WHG/ level 2:https://code-bullet.github.io/WorldsHardestGameAI/WHG%20-%20level2/ level 3:https://code-bullet.github.io/WorldsHardestGameAI/WHG%20-%20level3/ Twitter: https://twitter.com/code_bullet Patreon: https://www.patreon.com/CodeBullet Discord: https://discord.gg/UZDMYx5
Views: 783243 Code Bullet
Google DeepMind's Deep Q-learning playing Atari Breakout
 
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Google DeepMind created an artificial intelligence program using deep reinforcement learning that plays Atari games and improves itself to a superhuman level. It is capable of playing many Atari games and uses a combination of deep artificial neural networks and reinforcement learning. After presenting their initial results with the algorithm, Google almost immediately acquired the company for several hundred million dollars, hence the name Google DeepMind. Please enjoy the footage and let me know if you have any questions regarding deep learning! ______________________ Recommended for you: 1. How DeepMind's AlphaGo Defeated Lee Sedol - https://www.youtube.com/watch?v=a-ovvd_ZrmA&index=58&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e 2. How DeepMind Conquered Go With Deep Learning (AlphaGo) - https://www.youtube.com/watch?v=IFmj5M5Q5jg&index=42&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e 3. Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays - https://www.youtube.com/watch?v=Ih8EfvOzBOY&index=14&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Subscribe if you would like to see more content like this: http://www.youtube.com/subscription_center?add_user=keeroyz - Original DeepMind code: https://sites.google.com/a/deepmind.com/dqn/ - Ilya Kuzovkin's fork with visualization: https://github.com/kuz/DeepMind-Atari-Deep-Q-Learner - This patch fixes the visualization when reloading a pre-trained network. The window will appear after the first evaluation batch is done (typically a few minutes): http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/train_agent.patch - This configuration file will run Ilya Kuzovkin's version with less than 1GB of VRAM: http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/run_gpu - The original Nature paper on this deep learning technique is available here: http://www.nature.com/nature/journal/v518/n7540/full/nature14236.html - And some mirrors that are not behind a paywall: http://www.cs.swarthmore.edu/~meeden/cs63/s15/nature15b.pdf http://diyhpl.us/~nmz787/pdf/Human-level_control_through_deep_reinforcement_learning.pdf Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai
Views: 882928 Two Minute Papers
Google's self-learning AI AlphaZero masters chess in 4 hours
 
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Google's AI AlphaZero has shocked the chess world. Leaning on its deep neural networks, and general reinforcement learning algorithm, DeepMind's AI Alpha Zero learned to play chess well beyond the skill level of master, besting the 2016 top chess engine Stockfish 8 in a 100-game match. Alpha Zero had 28 wins, 72 draws, and 0 losses. Impressive right? And it took just 4 hours of self-play to reach such a proficiency. What the chess world has witnessed from this historic event is, simply put, mind-blowing! AlphaZero vs Magnus Carlsen anyone? :) 19-page paper via Cornell University Library https://arxiv.org/abs/1712.01815 https://arxiv.org/pdf/1712.01815.pdf PGN: 1. e4 e5 2. Nf3 Nc6 3. Bb5 Nf6 4. d3 Bc5 5. Bxc6 dxc6 6. 0-0 Nd7 7. c3 0-0 8. d4 Bd6 9. Bg5 Qe8 10. Re1 f6 11. Bh4 Qf7 12. Nbd2 a5 13. Bg3 Re8 14. Qc2 Nf8 15. c4 c5 16. d5 b6 17. Nh4 g6 18. Nhf3 Bd7 19. Rad1 Re7 20. h3 Qg7 21. Qc3 Rae8 22. a3 h6 23. Bh4 Rf7 24. Bg3 Rfe7 25. Bh4 Rf7 26. Bg3 a4 27. Kh1 Rfe7 28. Bh4 Rf7 29. Bg3 Rfe7 30. Bh4 g5 31. Bg3 Ng6 32. Nf1 Rf7 33. Ne3 Ne7 34. Qd3 h5 35. h4 Nc8 36. Re2 g4 37. Nd2 Qh7 38. Kg1 Bf8 39. Nb1 Nd6 40. Nc3 Bh6 41. Rf1 Ra8 42. Kh2 Kf8 43. Kg1 Qg6 44. f4 gxf3 45. Rxf3 Bxe3+ 46. Rfxe3 Ke7 47. Be1 Qh7 48. Rg3 Rg7 49. Rxg7+ Qxg7 50. Re3 Rg8 51. Rg3 Qh8 52. Nb1 Rxg3 53. Bxg3 Qh6 54. Nd2 Bg4 55. Kh2 Kd7 56. b3 axb3 57. Nxb3 Qg6 58. Nd2 Bd1 59. Nf3 Ba4 60. Nd2 Ke7 61. Bf2 Qg4 62. Qf3 Bd1 63. Qxg4 Bxg4 64. a4 Nb7 65. Nb1 Na5 66. Be3 Nxc4 67. Bc1 Bd7 68. Nc3 c6 69. Kg1 cxd5 70. exd5 Bf5 71. Kf2 Nd6 72. Be3 Ne4+ 73. Nxe4 Bxe4 74. a5 bxa5 75. Bxc5+ Kd7 76. d6 Bf5 77. Ba3 Kc6 78. Ke1 Kd5 79. Kd2 Ke4 80. Bb2 Kf4 81. Bc1 Kg3 82. Ke2 a4 83. Kf1 Kxh4 84. Kf2 Kg4 85. Ba3 Bd7 86. Bc1 Kf5 87. Ke3 Ke6 Internet Chess Club (ICC) Software: Blitzin http://bit.ly/179O93N Discount Code: CHESSNETWORK I'm a self-taught National Master in chess out of Pennsylvania, USA who was introduced to the game by my father in 1988 at the age of 8. The purpose of this channel is to share my knowledge of chess to help others improve their game. I enjoy continuing to improve my understanding of this great game, albeit slowly. Consider subscribing here on YouTube for frequent content, and/or connecting via any or all of the below social medias. Your support is greatly appreciated. Take care, bye. :D ★ LIVESTREAM http://twitch.tv/ChessNetwork ★ FACEBOOK http://facebook.com/ChessNetwork ★ TWITTER http://twitter.com/ChessNetwork ★ GOOGLE+ http://google.com/+ChessNetwork ★ PATREON https://www.patreon.com/ChessNetwork ★ DONATE https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=QLV226E6FUUWG
Views: 801374 ChessNetwork
How "Smart" AI (Basically) Works in Games (Goal Oriented Action Planning)
 
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In this video, we look at how simple AI systems work, and how we can create "smarter" AI that create and execute plans. We'll learn how to code a modified form of the GOAP AI in a future programming tutorial. This month's dev challenge theme is artificial intelligence! Head over here for more information: https://www.reddit.com/r/TheHappieMakers/comments/4sxqg5/game_dev_challenge_artificial_intelligence/ My second channel! https://www.youtube.com/c/TheHappierCat2 Ask questions in the subreddit: https://www.reddit.com/r/TheHappieMakers/ Find me on Twitter: https://twitter.com/TheHappieCat Or Facebook: https://www.facebook.com/TheHappieCat/ And sometimes Twitch: twitch.tv/happiecat Resources from this video: Jeff Erickson's Algorithms Notes: http://jeffe.cs.illinois.edu/teaching/algorithms/ Jeff Orkin's GDC Paper on F.E.A.R. and GOAP: http://alumni.media.mit.edu/~jorkin/gdc2006_orkin_jeff_fear.pdf Food example adapted from this repository's implementation of GOAP: https://github.com/sploreg/goap Behavior tree diagram from: http://www.gamasutra.com/blogs/ChrisSimpson/20140717/221339/Behavior_trees_for_AI_How_they_work.php Gameplay clips used from Youtube users: ElectroEthan, Dante XII, NintenU, World of Longplays, SaikyoMog, Seanleeuw I do not own resources used in this video. They are used under fair use. Stay happie :)
Views: 278264 TheHappieCat
What is the Minimax Algorithm? - Artificial Intelligence
 
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The minimax algorithm is one of the oldest artificial intelligence algorithms ever. It uses a simple zero sum rule to find which player will win from a current position. This is arguably the most powerful and basic tool for building game playing artificial intelligence. It captures the intentions of two player games fighting against one another. Minimax is the foundation for algorithms like alpha-beta pruning and iterative deepening. Engines like deep blue use optimized versions of minimax to play chess, while other computer programs have also been successful at playing games with minimax. Source Code (Complicated, glance over the evaluate function to get a gist): https://github.com/gkcs/ChainReaction/blob/master/src/main/java/main/java/MinMax.java #minimax #minmax #game-tree
Views: 31699 Gaurav Sen
A History of AI Research in StarCraft | AI and Games
 
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AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon. https://www.patreon.com/ai_and_games A written version of this video is available on both AIandGames.com and Medium: https://medium.com/@t2thompson/zerg-rush-a-history-of-starcraft-ai-research-4478759a3c53 https://aiandgames.com/zerg-rush-starcraft-ai/ -- With Google DeepMind's StarCraft 2 research in full swing, we take a look at why AI researchers are interested in RTS games and the established body of work in this field over the past 15-20 years. EDIT: The BWAPI was originally released by Michal "Kovarex" Kovarik and later handled by Adam Heinermann. Apologies for any confusion. Learn more about the AI competitions and API's via the links below: The StarCraft AI Competition: https://www.cs.mun.ca/~dchurchill/starcraftaicomp/ http://www.twitter.com/StarCraftAIComp The Student StarCraft AI Competition https://sscaitournament.com/ http://www.twitter.com/SSCAIT The StarCraft 2 Learning Environment (SC2LE) https://deepmind.com/blog/deepmind-and-blizzard-open-starcraft-ii-ai-research-environment/ The Brood War API https://github.com/bwapi/bwapi StarCraftAI.com, which gives an overview and tutorials on many of the topics behind bot construction http://www.starcraftAI.com -- Music in this episode (in order of appearance): "Main Title Theme" "Terran One" "Protoss" "First Contact" from the StarCraft Official Game Soundtrack "Main Title Theme" from the StarCraft II: Wings of Liberty official soundtrack.
Views: 109030 AI and Games
This Evolving AI Finds Bugs in Games | Two Minute Papers #250
 
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Our Patreon page: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg The paper "Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari" by Patryk Chrabaszcz, Ilya Loshchilov, and Frank Hutter is available here: https://arxiv.org/abs/1802.08842 The bug has been reproduced by a human here: Reproduction: https://www.youtube.com/watch?v=VGyeUuysyqg We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-2619483/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/
Views: 40381 Two Minute Papers
AI's Game Playing Challenge - Computerphile
 
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AlphaGo is beating humans at Go - What's the big deal? Rob Miles explains what AI has to do to play a game. What on Earth is Recursion?: https://youtu.be/Mv9NEXX1VHc Object Oriented Programming: https://youtu.be/KyTUN6_Z9TM Mixed Reality Continuum: https://youtu.be/V4qxfFPgqdc AI Playlist: AI Playlist: https://www.youtube.com/playlist?list=PLzH6n4zXuckoewGfo3a6ShFS3zPKndPd3 Many thanks to Nottingham Hackspace for providing the location and being downright awesome Easter Egg: https://youtu.be/B8CujhUwVic http://www.facebook.com/computerphile https://twitter.com/computer_phile This video was filmed and edited by Sean Riley. Computer Science at the University of Nottingham: http://bit.ly/nottscomputer Computerphile is a sister project to Brady Haran's Numberphile. More at http://www.bradyharan.com
Views: 393063 Computerphile
THEY SWARMED! So Many Advanced Artificial Intelligence Threats! - Generation Zero Gameplay Part 2
 
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Welcome to Generation Zero. THEY SWARMED! So Many Advanced Artificial Intelligence Threats! - Generation Zero Gameplay Part 2 ►Help Me Reach 500K Subs - http://bit.ly/1Yd42D6 ►Never miss a video! Enable ‘ALL’ Notifications! #GenerationZero #GenerationZeroGameplay #Entak ========== Game Overview: Explore a vast open world, rendered with the award-winning Apex engine, featuring a full day/night cycle with unpredictable weather, complex AI behavior, simulated ballistics, highly realistic acoustics and a dynamic 1980’s soundtrack. Experience an explosive game of cat and mouse set in a huge open world. In this reimagining of 1980’s Sweden, hostile machines have invaded the serene countryside, and you need to fight back while unravelling the mystery of what is really going on. By utilizing battle tested guerrilla tactics, you’ll be able to lure, cripple, or destroy enemies in intense, creative sandbox skirmishes. Go it alone, or team-up with up to three of your friends in seamless co-op multiplayer. Collaborate and combine your unique skills to take down enemies, support downed friends by reviving them, and share the loot after an enemy is defeated. All enemies are persistently simulated in the world, and roam the landscape with intent and purpose. When you manage to destroy a specific enemy component, be it armor, weapons or sensory equipment, the damage is permanent. Enemies will bear those scars until you face them again, whether that is minutes, hours or weeks later. The enemies you face in Generation Zero come in many sizes, types and variations. They are constantly challenging you in new ways using different weapons and sensory equipment. ========== Connect With Me Elsewhere: ★Discord Community: http://bit.ly/EntakDiscord ★Twitter: http://bit.ly/EntakTwitter ★Facebook: http://bit.ly/EntakFB
Views: 4471 eNtaK
Artificial Intelligence for Games
 
57:13
For the module Subjects in Computer Science Presented by Dr. Tommy Thompson
Views: 3829 [email protected]
AI Evolved - artificial intelligence for games
 
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AI-Evolved is my first working version of a new system to automatically create artificial intelligence. It uses an evolutionary algorithm to evolve a neural networks that can control any kind of character. I will use this technology in my game Testank to create opponents that behave differently in every game. While the players play the game they train the AI and thus keep producing newer, stronger AI! A ranking system will rank players and AI to make sure everyone gets an interesting opponent.
Views: 10346 because why not?
Turning Fortnite into PUBG with Deep Learning (CycleGANs)
 
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In this video I'll go over CycleGANs for Image Style Transfer and explore its application to graphics mods for games by converting Fortnite graphics into PUBG visuals. Github link: https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix Music credits: ODESZA - Light (Instrumental)
Views: 15275 DeepGamingAI
AI 101 - Learning Artificial Intelligence Through Video Games
 
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Welcome to the AI 101 series, which is focussed on introducing artificial intelligence methods through video games. Before we get started, I want to introduce you to the series and discuss some important things we need to cover, before it gets underway! This video accompanies the written piece on my website: http://aiandgames.com/ai-101-introduction/ No copyright is claimed for the game footage, images and music, to the extent that material may appear to be infringed, I assert that such alleged infringement is permissible under fair use principles in copyright laws. If you believe material has been used in an unauthorized manner, please contact me.
Views: 18465 AI and Games
Future of Video games / Artificial Intelligence
 
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Future of Video games / Artificial Intelligence
Views: 283 PLUR
Build a Game AI - Machine Learning for Hackers #3
 
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This video will get you up and running with your first game AI in just 10 lines of Python. The AI can theoretically learn to master any game you train it on, but has only been tested on 2D Atari games so far. The code for this video is here: https://github.com/llSourcell/Game-AI I created a Slack channel for us, sign up here: https://wizards.herokuapp.com/ Tensorflow install instructions here: https://www.tensorflow.org/versions/r0.8/get_started/os_setup.html#pip-installation Gym install instructions here: https://gym.openai.com/docs Great course on the brain (I really love this course): https://www.mcb80x.org/ Original Deep Q Learner Paper: https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf Lots of info on convolutional neural networks: http://cs231n.github.io/convolutional-networks/ Lots of info on reinforcement learning: http://www.nervanasys.com/demystifying-deep-reinforcement-learning/ I'm a fan of www.fomoro.com for cloud GPU computing since they are the only free-to-try cloud GPU provider I could find. Let me know if you find another! I love you guys! Thanks for watching my videos, I do it for you. I left my awesome job at Twilio and I'm doing this full time now. I recently created a Patreon page. If you like my videos, feel free to help support my effort here!: https://www.patreon.com/user?ty=h&u=3191693 Much more to come so please subscribe, like, and comment. Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/ Signup for my newsletter for exciting updates in the field of AI: https://goo.gl/FZzJ5w
Views: 96952 Siraj Raval
Artificial Intelligence in Google's Dinosaur (English Sub)
 
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Link for the code: https://github.com/ivanseidel/IAMDinosaur This is a project made for my university, using a Neural Network and Genetic Algorithm to teach Google's dinosaur from Chrome to jump cactus without dying so easily. All the implementation was using Node.js, and the game was not modified to allow interaction with the game, instead, I used pixel readings and virtual key presses from Node.js. Presentation: I normally use Apple's Keynote to make presentations and record it livelly with my screen. Music: It's my own composition and improvisation. Link: https://soundcloud.com/ivan-seidel/at-night-with-headphones
Views: 1151699 Ivan Seidel
Learn English with AI games | Canguro English
 
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Studying a language should be FUN. I'll show you how you can learn and practice new vocabulary and improve your speaking using the power of computer games, apps, and artificial intelligence. All for FREE! See you in class! ***** Play Semantris here: https://research.google.com/semantris/ ***** Download the Gweek app here: https://gweekspeech.com/ ***** Official Facebook group: https://www.facebook.com/groups/canguroenglish Instagram: https://www.instagram.com/canguroenglish Podcast: https://www.soundcloud.com/canguroenglish ***** Become a patron and sponsor free English education here: https://www.patreon.com/canguroenglish ***** Buy official Canguro English merchandise here: https://www.redbubble.com/people/canguroenglish
Views: 7815 Canguro English
Less is More: Designing Awesome AI for Games
 
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In this GDC 2015 talk, Radial Games' Kimberly Voll shows how to build AI that aren't necessarily brilliant, but are certainly believable, in order to convince players that the world they're playing in is inhabited by compelling characters. GDC talks cover a range of developmental topics including game design, programming, audio, visual arts, business management, production, online games, and much more. We post a fresh GDC video every weekday. Subscribe to the channel to stay on top of regular updates, and check out GDC Vault for thousands of more in-depth talks from our archives. Follow us on Twitter https://twitter.com/Official_GDC Check out our Facebook page for GDC exclusives https://www.facebook.com/GameDevelopersConference Visit our site: http://ubm.io/2ctNvqZ
Views: 43231 GDC
🖥️ WRITING MY FIRST MACHINE LEARNING GAME! (1/4)
 
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Never thought this day would come where I was writing my own Machine Learning Neural Network Projects... prepare to have SOME FUN! PATREON: https://www.patreon.com/Jabrils SUBSCRIBE FOR MORE SEFD SCIENCE: http://sefdstuff.com/science Table Of Contents ----- 0:00 - Intro 0:10 - My AI Story 1:58 - Starting point 2:16 - Introducing Forrest 2:35 - Discovering Forrest's Problem 3:20 - How the joystick works 3:59 - Exploring our A.I. options 4:47 - Monster Boss Battle Course 4:53 - Recap on whats going on 5:40 - Setting up our inputs 6:30 - Our Neural Network structure & how it works 8:11 - Inputting our Neural Network into Forrest 8:56 - Conclusion Please follow me on social networks: twitter: http://sefdstuff.com/twitter instagram: http://sefdstuff.com/insta reddit: https://www.reddit.com/r/SEFDStuff/ facebook: http://sefdstuff.com/faceb Music ----- Coming soon REMEMBER TO ALWAYS FEED YOUR CURIOSITY #AI #MachineLearning #gamedev
Views: 632211 Jabrils
Leela Chess newest network is pushing new conceptual boundaries
 
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Kingscrusher checks out the Leela Test 30 network - Leela Chess newest network is pushing new conceptual boundaries from the evidence of this game. An early dislocating pawn on d6 as prelude to opening up the h file and then a knight sacrifice with nh4-f5 makes way for the Queen to attack on the h-file. ♚Donating via Paypal: https://goo.gl/7HJcDq ♚Play at: https://www.chessworld.net/chessclubs/asplogin.asp?from=1053 Game quality tags: amazing, awesome, astonishing, brilliant, classic, crushing, dynamic, elegant, exceptional, excellent, exciting, fabulous, famous, fantastic, finest, flashy, greatest, important, impressive, incredible, instructive, interesting, magnificent, marvellous, memorable, mind-blowing, must see, outrageous, remarkable, scintillating, sparkling, stunning, superb, thrilling, top, unbelievable, wonderful Info about Leela Zero: https://en.wikipedia.org/wiki/Leela_Zero ... Leela Zero is a free and open-source computer Go software released on 25 October 2017. It is developed by Belgian programmer Gian-Carlo Pascutto,[1][2][3] the author of chess engine Sjeng and Go engine Leela.[4][5] Leela Zero's algorithm is based on DeepMind's 2017 paper about AlphaGo Zero.[3][6] Unlike the original Leela, which has a lot of human knowledge and heuristics programmed into it, Leela Zero only knows the basic rules and nothing more.[7] Leela Zero is trained by a distributed effort, which is coordinated at the Leela Zero website. Members of the community provide computing resources by running the client, which generates self-play games and submits them to the server. The self-play games are used to train newer networks. Generally, over 500 clients have connected to the server to contribute resources.[7] The community has provided high quality code contributions as well.[7] Leela Zero finished third at the BerryGenomics Cup World AI Go Tournament in Fuzhou, Fujian, China on 28 April 2018.[8] Additionally, in early 2018 the same team branched Leela Chess Zero from the same code base, also to verify the methods in the AlphaZero paper as applied to the game of chess. AlphaZero's use of Google TPUs was replaced by a crowd-sourcing infrastructure and the ability to use graphics card GPUs via the OpenCL library. Even so, it is expected to take a year of crowd-sourced training to make up for the dozen hours that AlphaZero was allowed to train for its chess match in the paper.[9] Info about Alphazero: https://en.wikipedia.org/wiki/AlphaZero AlphaZero is a computer program developed by the Alphabet-owned AI research company DeepMind, which uses an approach similar to AlphaGo Zero's to master not just Go, but also chess and shogi. On December 5, 2017 the DeepMind team released a preprint introducing AlphaZero, which, within 24 hours, achieved a superhuman level of play in these three games by defeating world-champion programs, Stockfish, elmo, and the 3-day version of AlphaGo Zero, in each case making use of custom tensor processing units (TPUs) that the Google programs were optimized to make use of.[1] AlphaZero was trained solely via "self-play" using 5,000 first-generation TPUs to generate the games and 64 second-generation TPUs to train the neural networks, all in parallel, with no access to opening books or endgame tables. After just four hours of training, DeepMind estimated AlphaZero was playing at a higher Elo rating than Stockfish; after 9 hours of training, the algorithm decisively defeated Stockfish 8 in a time-controlled 100-game tournament (28 wins, 0 losses, and 72 draws).[1][2][3] The trained algorithm played on a single machine with four TPUs. ... Relation to AlphaGo Zero Further information: AlphaGo Zero AlphaZero (AZ) is a more generalized variant of the AlphaGo Zero (AGZ) algorithm, and is able to play shogi and chess as well as Go. Differences between AZ and AGZ include:[1] AZ has hard-coded rules for setting search hyperparameters. The neural network is now updated continually. Go (unlike Chess) is symmetric under certain reflections and rotations; AlphaGo Zero was programmed to take advantage of these symmetries. AlphaZero is not. Chess can end in a draw unlike Go; therefore AlphaZero can take into account the possibility of a drawn game. AlphaZero vs. Stockfish and elmo ... ►If you like my chess videos please consider become a full member here at my Chessworld Site. http://www.chessworld.net/chessclubs/asplogin.asp?from=1053 #KCChess #LeelaChess #LeelaZero #NeuralNetwork #AI #chess #chessgame #chesstactics
Views: 1392 kingscrusher
Machine Learning for Flappy Bird using Neural Network & Genetic Algorithm
 
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Read the complete tutorial about how to implement a machine learning algorithm for the Flappy Bird video game here: http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird This video shows a creation of an artificial intelligence controller for the Flappy Bird game using neural networks and a genetic algorithm. The program is written in HTML5 using Phaser framework (http://phaser.io/). There is also used Synaptic Neural Network library (https://synaptic.juancazala.com/) to implement entire artificial neural network instead of making a new one from the scratch. Download source code here: https://github.com/ssusnic/Machine-Learning-Flappy-Bird ----------------------------------------------------------------- According to Arthur Samuel, machine learning is the science of getting computers to act without being explicitly programmed. It is a fine tuning process of learning that incrementally improves an initial random system. The form of machine learning implemented in this program uses a genetic algorithm to train artificial neural networks. The birds are learning how to flap optimally in order to fly safely through barriers as long as possible. The main concept is based on these 3 steps: 1. creating the initial population of 10 birds randomly 2. learning as the game is being played 3. applying natural evolution to form the next improved population ----------------------------------------------------------------- To play the game, each bird has its own neural network consisted of the next 3 layers: 1. an input layer with 2 neurons representing what a bird sees: - horizontal distance to the closest gap - height difference to the closest gap 2. a hidden layer with 6 neurons 3. an output layer with 1 neuron to perform flap if its value is greater than 0.5 ----------------------------------------------------------------- To measure the quality of birds and select the best ones, for each bird is calculated its fitness function in this way: - reward a bird by its total traveled distance - penalize a bird by its current distance to the closest gap When the entire population is dead, the fittest four birds are selected to breed a new population by using genetic algorithm operators: selection, crossover and mutation. ----------------------------------------------------------------- Visit us: http://www.askforgametask.com Like us: https://www.facebook.com/askforgametask Follow us: https://twitter.com/ssusnic Music: "Bedtime Tune" by Jay Man http://www.ourmusicbox.com
Views: 575056 Srdjan Susnic
How A Navigation Mesh Works in 3D Games | AI 101
 
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AI and Games is a crowdfunded show and wouldn't be possible wthout the wonderful people who support it on Patreon. http://www.patreon.com/ai_and_games http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames You can vote for new AI 101 topics on patreon now at: https://www.patreon.com/posts/21904062/ Get yourself an AI and Games t-shirt over on Teespring! https://teespring.com/stores/aiandgames You can follow AI and Games (and me) on Facebook, Twitter and Instagram: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.instagram.com/aiandgames/ http://www.twitter.com/GET_TUDA_CHOPPA -- In this first of a new series of AI 101 I take a look at navigation meshes: what they are, how they work and how some AAA games exploit them in some pretty interesting ways. Special thanks to Pauline (The Kebab Dude), Matt (DarkCnix) and Jack (Milk D Seahorse) for helping out filming footage of Tom Clancy's The Division. -- If you're interested in learning more about navigation meshes here are some links to some resources you might find useful: - Theory and Overview of Navigation Meshes https://en.wikipedia.org/wiki/Navigation_mesh https://www.gamedev.net/articles/programming/artificial-intelligence/navigation-meshes-and-pathfinding-r4880/ https://developer.valvesoftware.com/wiki/Navigation_Meshes - Nav Meshes in Unity https://unity3d.com/learn/tutorials/topics/navigation/nav-meshes https://www.youtube.com/watch?v=rKGq42FMV8c&list=PLokhY9fbx05dodzlBfYsKrUSVk5oVactQ - Nav Meshes in Unreal Engine 4 https://docs.unrealengine.com/en-us/Resources/ContentExamples/NavMesh/1_1 https://docs.unrealengine.com/en-us/Resources/ContentExamples/NavMesh - Recast and Detour https://github.com/recastnavigation/recastnavigation -- Games in this episode (in order of appearance): - Watchdogs - Tom Clancy's Ghost Recon Wildlands - Grand Theft Auto V - Tom Clancy's The Division - Assassin's Creed Unity - DOOM (2016) - Halo 3 - Far Cry Primal - Left 4 Dead - Outlast - F.E.A.R. - Metal Gear Solid V - Turok 2: Seeds of Evil - Quake III Arena - Alien: Isolation - Far Cry 4 - BioShock Infinite - Tom Clancy's Rainbow Six: Siege -- Soundtrack for this episode is "Debug_at_Your_Own_Leisure" by TeknoAxe under the terms of a Creative Commons 4.0 license. https://www.patreon.com/teknoaxe https://www.youtube.com/user/teknoaxe #gamedev #AI #navmesh #R6Siege
Views: 6335 AI and Games

Pubg Hints Tips Guide Pubg Hints Secrets The Upside to Pubg Game Modes Pubg Game Modes Can Be Fun for Everyone When you launch the game for the very first time, you have to first pick a username before going into the character creator interface. If you prefer, you can host a customized game with a group of friends and make your own rules. Unfortunately, theres no game out there which exactly resembles GGO. Games unfortunately are a luxury and not a necessity, so they are most likely likely to be among the very first things to think about when deciding where you have to cut back on so far as your budget is concerned. Because it is a popular game. The British game is different than the majority of the others on the planet at the present time. If you believe there are different games like PUBG which are not on the list, and that we ought to cover, dont hesitate to set them in the comments below. Previous and current players can often provide a lot of insight into the advantages and disadvantages of each website, which will be able to help you decide. They start with a pickaxe that can be used to break down objects in the world. They are also limited to only six crate purchases a week. The greater skin value a player increases the pot, the greater chance the player has to win. You may also take items from different players who have died. You dont need to understand different players to have a very good time playing by yourself can be a whole lot of fun, in fact but its a multiplayer-only game that takes a constant connection to the net. It is going to be intriguing to observe how close you were to other players through the full match without ever even knowing. Vital Pieces of Pubg Game Modes Event Mode is going to be unranked, but players will nonetheless earn BP. It will be available for everyone who owns the game, and can be accessed from the main menu. Zombie Mode is going to be played by many human teams in addition to 90 zombie players that will attempt to eliminate each other in the battlefield. Theres currently not an unranked mode either, so youll probably die early and often whenever youre just beginning, which might become frustrating. The solo mode doesnt ask that you team up with different buddies. Each game mode delivers a completely special experience and tests your limit in various ways. The squad game mode permits you to form a group of 4 players. Pubg Game Modes Can Be Fun for Everyone Based on everybodys skills, maps differ from close range to medium or massive places. Since that time, the community-made map was retooled and remastered nearly a dozen times, and is presently known as Dust2. The in-game map outlines the circular zone which you want to reach from the offset, and the HUD shows a handy graph of the rest of the distance youve got to cover and how long youve left to get there. The new PUBG map is going to be a 4x4 kilometers in proportion, a quarter size of Miramar map, so the matches can be held at a significantly faster pace. In any event, you should keep moving towards a gradually shrinking playable place. Also, there arent any danger zones in the game to assemble player. The New Angle On Pubg Game Modes Just Released Your game style has an important role here. Until then, make sure you check Battlegrounds to find out whether the customized match feature is up and running. With a number of the games finest players and most well-known streamers attending, its going to be the very first showcase of PUBGs esports potential. You can find with some completely new blend of cocktail drink and have fun naming it. The usage of oral histories is quite specific and very intricate. A wonderful case of the particular abilities is Faceless. Itas one any variety of others would do. Contrary to other lists, the amount of appearances made by the players is taken into account. Before you begin a Call of Duty WW2 Nazi zombie game, equip the exceptional ability that enables you to shoot infinite ammo for a temporary time period. What You Dont Know About Pubg Rating You havent tasted the authentic Italian cuisine till you eat in Puglia. Utilizing traditional and contemporary techniques of brewing, its known for some exceptional beer tastes. If youre browsing for some normal British beer taste, then its possible to bank upon Carling, which is an organization that itself believes there is nothing better than the British barley. Halloumi cheese has a rather significant melting point that makes it perfect for grilling or frying. Its possible to opt from a number of alcoholic drinks but then, you need to know their names. You also get a totally free birthday drink. When a specific alcohol is mixed with fruit juice, liqueur or other flavors in a particular proportion, its referred to as a cocktail. What You Need to Know About Pubg Rating If youre thinking of visiting the Harry Potter Wizarding World, you are going to want to get the actual perspective on what to anticipate. With a timeless haunting, the soul of a dead person has made a decision to stay behind for numerous factors. Okay, unless youve been buried beneath a rock for a gamer, you already understand what TitanFall is about. Either way, be certain the fan you get is UL Listed for the application you need so you know that it can be safely installed without developing a possible electrical hazard. In more humid climates, outdoor fans are a really good pick for every room in the house. If youre planning on installing a ceiling fan in an outdoor place, its important to buy a fan thats designed particularly for that goal. 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