AI learns to play Asteroids

Описание

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

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AI Codes its Own ‘AI Child’  - Artificial Intelligence breakthrough!

AI Codes its Own ‘AI Child’ - Artificial Intelligence breakthrough!

Subscribe here: https://goo.gl/9FS8uF Check out the previous episode: https://www.youtube.com/watch?v=cDxi6ozDwhc Become a Patron!: https://www.patreon.com/ColdFusion_TV CF Bitcoin address: 13SjyCXPB9o3iN4LitYQ2wYKeqYTShPub8 In this video we talk about Auto ML by Google brain. Auto ML is one of the first successful automated AI projects. Hi, welcome to ColdFusion (formerly known as ColdfusTion). Experience the cutting edge of the world around us in a fun relaxed atmosphere. Sources: http://automl.info http://www.ml4aad.org/automl/ https://futurism.com/google-artificial-intelligence-built-ai/ https://futurism.com/googles-new-ai-is-better-at-creating-ai-than-the-companys-engineers/ https://research.googleblog.com/2017/05/using-machine-learning-to-explore.html https://www.youtube.com/watch?v=92-DoDjCdsY http://research.nvidia.com/publication/2017-12_Unsupervised-Image-to-Image-Translation //Soundtrack// 0:00 Tchami - After Life (Feat. Stacy Barthe) 0:40 Delectatio - Everything Is A Dream 1:45 Ricky Eat Acid - A Smoothie Robot For My Moon Mansion 3:37 Catching Flies - The Long Journey Home 4:40 Gryffin - Heading Home (feat. Josef Salvat) 5:18 Faux Tales - Weightless (feat. Luke Cusato) » 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

8 месяцев назад
But what *is* a Neural Network? | Deep learning, chapter 1

But what *is* a Neural Network? | Deep learning, chapter 1

Subscribe to stay notified about new videos: http://3b1b.co/subscribe Support more videos like this on Patreon: https://www.patreon.com/3blue1brown Or don't. It's your call really, no pressure. Special thanks to these supporters: http://3b1b.co/nn1-thanks Additional funding provided by Amplify Partners. For any early-stage ML entrepreneurs, Amplify would love to hear from you: [email protected] Full playlist: http://3b1b.co/neural-networks Typo correction: At 14:45, the last index on the bias vector is n, when it's supposed to in fact be a k. Thanks for the sharp eyes that caught that! For those who want to learn more, I highly recommend the book by Michael Nielsen introducing neural networks and deep learning: https://goo.gl/Zmczdy There are two neat things about this book. First, it's available for free, so consider joining me in making a donation Nielsen's way if you get something out of it. And second, it's centered around walking through some code and data which you can download yourself, and which covers the same example that I introduce in this video. Yay for active learning! https://github.com/mnielsen/neural-networks-and-deep-learning I also highly recommend Chris Olah's blog: http://colah.github.io/ For more videos, Welch Labs also has some great series on machine learning: https://youtu.be/i8D90DkCLhI https://youtu.be/bxe2T-V8XRs For those of you looking to go *even* deeper, check out the text "Deep Learning" by Goodfellow, Bengio, and Courville. Also, the publication Distill is just utterly beautiful: https://distill.pub/ Lion photo by Kevin Pluck Music by Vincent Rubinetti: https://vincerubinetti.bandcamp.com/album/the-music-of-3blue1brown ------------------ 3blue1brown is a channel about animating math, in all senses of the word animate. And you know the drill with YouTube, if you want to stay posted on new videos, subscribe, and click the bell to receive notifications (if you're into that). If you are new to this channel and want to see more, a good place to start is this playlist: http://3b1b.co/recommended Various social media stuffs: Website: https://www.3blue1brown.com Twitter: https://twitter.com/3Blue1Brown Patreon: https://patreon.com/3blue1brown Facebook: https://www.facebook.com/3blue1brown Reddit: https://www.reddit.com/r/3Blue1Brown

12 месяцев назад
Harnessing evolutionary creativity: evolving soft-bodied animats in simulated physical environments

Harnessing evolutionary creativity: evolving soft-bodied animats in simulated physical environments

* Winner of The Virtual Creatures Competition at the Genetic and Evolutionary Computation Conference (GECCO) 2016 * The video provides a short overview of our recent work on co-evolution of morphologies and control of soft-bodied animats. It covers three types of evolutionary experiments that we performed. For more details, check corresponding (open access) papers. -------------------------- Part I showcases the unconstrained evolution of bodies and brains with the aim of exploiting evolutionary creativity in order to produce novel morphologies for soft-bodied robots. M. Joachimczak, R. Suzuki, and T. Arita, "Fine grained artificial development for Body-Controller coevolution of Soft-Bodied animats," in Artificial Life 14: Proceedings of the Fourteenth International Conference on the Synthesis and Simulation of Living Systems. The MIT Press, Jul. 2014, pp. 239-246. Available: http://dx.doi.org/10.7551/978-0-262-32621-6-ch040 M. Joachimczak, R. Suzuki, and T. Arita, "Improving evolvability of morphologies and controllers of developmental Soft-Bodied robots with novelty search," Frontiers in Robotics and AI, vol. 2, no. 33, Dec. 2015. Available: http://dx.doi.org/10.3389/frobt.2015.00033 -------------------------- Part II demonstrates evolution of creatures that undergo artificial metamorphosis. M. Joachimczak, R. Suzuki, and T. Arita, "Artificial metamorphosis: Evolutionary design of transforming, Soft-Bodied robots," Artificial Life, May 2016. Available: http://www.mitpressjournals.org/doi/pdf/10.1162/ARTL_a_00207 -------------------------- Part III shows how human creativity can be combined with evolutionary ingenuity. Distributed control mechanisms were evolved for hand drawn morphologies. M. Joachimczak, R. Kaur, R. Suzuki, and T. Arita, "Bringing drawings to life: evolving distributed controllers for hand-drawn soft-bodied robots." In SWARM 2015: The First International Symposium on Swarm Behavior and Bio-Inspired Robotics. Available: http://dx.doi.org/10.13140/RG.2.1.4154.0085 -------------------------- Music: www.bensound.com Sound samples: Audio Productions, Classical and Relax, soundbible.com Thanks to Fuki Ueno for her drawings :)

2 лет назад
Google's self-learning AI AlphaZero masters chess in 4 hours

Google's self-learning AI AlphaZero masters chess in 4 hours

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

9 месяцев назад
LGR - Using a Floppy Disk Drive on a Smartphone

LGR - Using a Floppy Disk Drive on a Smartphone

Using a 3.5" diskette drive on a modern smart device is oddly straightforward (and enjoyable!) with the right components. Let's set up an Android device to play MS-DOS games from a floppy drive! ● Consider supporting LGR on Patreon: https://www.patreon.com/LazyGameReviews ● Social links: https://twitter.com/lazygamereviews https://www.facebook.com/LazyGameReviews ● Music credits go to: http://www.epidemicsound.com #LGR #Android #Apps

2 месяцев назад
Interview With The Lifelike Hot Robot Named Sophia (Full) | CNBC

Interview With The Lifelike Hot Robot Named Sophia (Full) | CNBC

CNBC's Andrew Ross Sorkin interviews Sophia, a humanoid robot, about the future of artificial intelligence at a Future Investment Institute panel in Saudi Arabia on Wednesday. » Subscribe to CNBC: http://cnb.cx/SubscribeCNBC About CNBC: From 'Wall Street' to 'Main Street' to award winning original documentaries and Reality TV series, CNBC has you covered. Experience special sneak peeks of your favorite shows, exclusive video and more. Connect with CNBC News Online Get the latest news: http://www.cnbc.com/ Find CNBC News on Facebook: http://cnb.cx/LikeCNBC Follow CNBC News on Twitter: http://cnb.cx/FollowCNBC Follow CNBC News on Google+: http://cnb.cx/PlusCNBC Follow CNBC News on Instagram: http://cnb.cx/InstagramCNBC Interview With The Lifelike Hot Robot Named Sophia | CNBC

11 месяцев назад
AI learns to play the WORLDS HARDEST GAME even more levels

AI learns to play the WORLDS HARDEST GAME even more levels

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

4 недель назад
AI's Game Playing Challenge - Computerphile

AI's Game Playing Challenge - Computerphile

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

2 лет назад
AI learns to play PACMAN || Part 1 the making of Pacman

AI learns to play PACMAN || Part 1 the making of Pacman

Hey guys this is how I made my clone of pacman Check out the source code at https://github.com/Code-Bullet/PacmanGame It would be awesome if you could join me on Patreon https://www.patreon.com/CodeBullet I hope you enjoy

7 месяцев назад
Google's Deep Mind Explained! - Self Learning A.I.

Google's Deep Mind Explained! - Self Learning A.I.

Subscribe here: https://goo.gl/9FS8uF Become a Patreon!: https://www.patreon.com/ColdFusion_TV Visual animal AI: https://www.youtube.com/watch?v=DgPaCWJL7XI Hi, welcome to ColdFusion (formally known as ColdfusTion). Experience the cutting edge of the world around us in a fun relaxed atmosphere. Sources: Why AlphaGo is NOT an "Expert System": https://googleblog.blogspot.com.au/2016/01/alphago-machine-learning-game-go.html “Inside DeepMind” Nature video: https://www.youtube.com/watch?v=xN1d3qHMIEQ “AlphaGo and the future of Artificial Intelligence” BBC Newsnight: https://www.youtube.com/watch?v=53YLZBSS0cc http://www.nature.com/nature/journal/v518/n7540/full/nature14236.html http://www.ft.com/cms/s/2/063c1176-d29a-11e5-969e-9d801cf5e15b.html http://www.nature.com/nature/journal/v529/n7587/full/nature16961.html#tables https://www.technologyreview.com/s/533741/best-of-2014-googles-secretive-deepmind-startup-unveils-a-neural-turing-machine/ https://medium.com/the-physics-arxiv-blog/the-last-ai-breakthrough-deepmind-made-before-google-bought-it-for-400m-7952031ee5e1 https://www.deepmind.com/ www.forbes.com/sites/privacynotice/2014/02/03/inside-googles-mysterious-ethics-board/#5dc388ee4674 https://medium.com/the-physics-arxiv-blog/the-last-ai-breakthrough-deepmind-made-before-google-bought-it-for-400m-7952031ee5e1#.4yt5o1e59 http://www.theverge.com/2016/3/10/11192774/demis-hassabis-interview-alphago-google-deepmind-ai https://en.wikipedia.org/wiki/Demis_Hassabis https://en.wikipedia.org/wiki/Google_DeepMind //Soundtrack// Disclosure - You & Me (Ft. Eliza Doolittle) (Bicep Remix) Stumbleine - Glacier Sundra - Drifting in the Sea of Dreams (Chapter 2) Dakent - Noon (Mindthings Rework) Hnrk - fjarlæg Dr Meaker - Don't Think It's Love (Real Connoisseur Remix) Sweetheart of Kairi - Last Summer Song (ft. CoMa) Hiatus - Nimbus KOAN Sound & Asa - This Time Around (feat. Koo) Burn Water - Hide » Google + | http://www.google.com/+coldfustion » Facebook | https://www.facebook.com/ColdFusionTV » My music | t.guarva.com.au/BurnWater 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 Editing website: www.cfnstudios.com Coldfusion Android Launcher: https://play.google.com/store/apps/details?id=nqr.coldfustion.com&hl=en » Twitter | @ColdFusion_TV

2 лет назад
AI learns Snake Part 2 || Snake Fusion

AI learns Snake Part 2 || Snake Fusion

Using the genetic algorithm and neural networks I trained up 5 snakes who will then fuse to become the ultimate snake... Check out the source code https://github.com/Code-Bullet/SnakeFusion Music: EDM Detection Mode by Kevin MacLeod is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Source: http://incompetech.com/music/royalty-free/index.html?isrc=USUAN1500026 Artist: http://incompetech.com/ Balzan Groove - Vadodara by Kevin MacLeod is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Source: http://incompetech.com/music/royalty-free/index.html?isrc=USUAN1100311 Artist: http://incompetech.com/

7 месяцев назад
Evolution Simulator (Part 1/4)

Evolution Simulator (Part 1/4)

Part 2: https://www.youtube.com/watch?v=31dsH2Fs1IQ Evolution Simulator Source Code: (I can only hope there are no bugs): http://www.openprocessing.org/sketch/377698 Also, yes, I sound a lot like Tennis Ball. I created this simulator with Processing 1.5.1. I probably should have mentioned that in the video. Music: "Perspectives" by Kevin MacLeod http://incompetech.com/music/royalty-free/index.html?isrc=USUAN1300027

3 лет назад
AI learns to play snake using Genetic Algorithm and Deep learning

AI learns to play snake using Genetic Algorithm and Deep learning

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/

9 месяцев назад
Agar.io - a fascinating bot

Agar.io - a fascinating bot

An agar.io bot at its best. It usually does not work that well. If you are interested in downloading the Bot: https://github.com/Apostolique/Agar.io-bot This was recorded live at http://www.twitch.tv/brunnernathan Here are some lazzy tags: agar.io, agario, bot, hack, gameplay

3 лет назад