Artificial intelligence poker playing computer program
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Research Scientist at Meta AI, Dr. Noam Brown, joins Jon Krohn to discuss his award-winning no-limit poker-playing algorithms and the real-world implications of his game-playing A.I. breakthroughs. In this episode you will learn: • What Meta A.I. is and how it fits into Meta, the company [3:01] • Noam's award-winning no-limit poker-playing algorithms, Libratus and Pluribus algorithms. [4:33] • What game theory is and how does Noam integrate it into his models? [8:45] • The real-world implications of Noam's game-playing A.I. breakthroughs [25:24] • Why Noam elected to become a researcher at a big tech firm instead of in academia [27:06] • The main barriers to getting AI game theory techniques beyond games to self-driving cars [30:16] • Recommendations for people who want to break into poker AI [37:45] Additional materials: www.superdatascience.com/569
Taha Zemmouri est le Président de Data Genius une société de service spécialisée en intelligence artificielle qui aide les entreprises à valoriser leurs données et tirer profit des nouvelles technologies liées au Big Data.Dans cet interview sans filtre, il me partage ses aventures d'entrepreneur dans la création de son agence spécialisée en IA.Dans ce podcast on parle de :qu'est-ce que l'IA ?le défi de trouver des clients en IAdu dilemme entre la société de service et la création d'un produit SAASl'actualité de l'IA : Alpha Go, Libratus, NeuralinkIA et fin du monde : mythe ou réalité ? (Elon Musk)--------------------------------https://www.datagenius.fr/https://www.ai-compare.com/https://www.linkedin.com/in/taha-zemmouri/--------------------------------La formation pour les freelances tech en pré-vente jusqu’à fin Avril 2020 :https://lilianalvarez.com/formationLe blog : https://lilianalvarez.com/blogLe podcast : https://lilianalvarez.com/podcastSuivez-moi sur les réseaux sociaux :Youtube : https://bit.ly/3bsDkRY LinkedIn : https://bit.ly/2vOgZiJInstagram : https://bit.ly/3aeiiqdFacebook : https://bit.ly/2Ujo5FxTwitter : https://bit.ly/33VMZhLSources :https://fr.wikipedia.org/wiki/DeepMindhttps://fr.wikipedia.org/wiki/AlphaZerohttps://www.amazon.fr/Life-3-0-Being-Artificial-Intelligence/dp/024123719Xhttps://ui.adsabs.harvard.edu/abs/2018Sci...359..418B/abstracthttps://science.sciencemag.org/content/359/6374/418https://www.wired.co.uk/article/deepmind-ai-chesshttps://www.theguardian.com/technology/deepmindhttps://en.wikipedia.org/wiki/Existential_risk_from_artificial_general_intelligencehttps://www.youtube.com/watch?v=r-vbh3t7WVI&feature=youtu.be Voir Acast.com/privacy pour les informations sur la vie privée et l'opt-out.
Okres świąteczny jest czasem, kiedy warto zrobić podsumowanie roku, a także przemyśleć kolejne kroki i odpowiednio przygotować się na nowy rok. Dowiesz się o najciekawszych wnioskach z raportu Artificial Intelligence Index 2019* Rozkwit badań AI* Inwestycja w AI* EdukacjaTeż będzie o Pluribus (nowa wersja Libratus), AlphaStar itd.Będzie też podsumowanie BiznesMyśli oraz DataWorkshop.https://biznesmysli.pl/71
Okres świąteczny jest czasem, kiedy warto zrobić podsumowanie roku, a także przemyśleć kolejne kroki i odpowiednio przygotować się na nowy rok. Dowiesz się o najciekawszych wnioskach z raportu Artificial Intelligence Index 2019* Rozkwit badań AI* Inwestycja w AI* EdukacjaTeż będzie o Pluribus (nowa wersja Libratus), AlphaStar itd.Będzie też podsumowanie BiznesMyśli oraz DataWorkshop.https://biznesmysli.pl/71
How did Libratus AI beat some of the top heads-up poker pros in the world? Libratus co-creator Noam Brown joins Dirk and Jon to talk about how Libratus taught itself and devised innovative strategies to conquer this popular game. Computer and research scientist Noam Brown joins Dirk and Jon to provide the inside story on Libratus, a poker playing AI that he co-created which defeated four top human heads-up poker pros. We discover how Libratus taught itself to prepare, how it adjusted its play overnight, and continually made plays that, in the words of a top poker pro, “is thinking two moves ahead of any human.” Memorable Quotes "So the AI starts by knowing nothing about the game, it plays totally randomly, and it plays itself, it plays a copy of itself, in that game for trillions of iterations." "It never looked at human data, and it came with a very different strategy compared to how humans play. When it started the match, the human said it was like playing an alien. It was like playing somebody who had learned to play poker on Mars." "Then suddenly, the bot bets $20,000 into a $500 pot. The bot is basically saying, 'I'm either bluffing or I have the best hand'." "In poker, it's very clear what actions you can take in any given situation. You win a certain amount of money at the end of the hand. But if you move to a negotiation for example, your actions are not as clearly defined. You can negotiate over all sorts of things." Who You'll Hear Dirk Knemeyer, Social Futurist and Producer of Creative Next (@dknemeyer) Jonathan Follett, Writer, Electronic Musician, Emerging Tech Researcher and Producer of Creative Next (@jonfollett) Noam Brown, Computer and Research Scientist (@polynoamial) Join The Conversation Website & Newsletter: www.creativenext.org Twitter: @GoCreativeNext Facebook: /GoCreativeNext Instagram: @GoCreativeNext Sponsors GoInvo, A design practice dedicated to innovation in healthcare whose clients are as varied as AstraZeneca, 3M Health Information Services, and the U.S. Department of Health and Human Services. www.goinvo.com Design Museum Foundation, A new kind of museum, they believe design can change the world. They’re online, nomadic, and focused on making design accessible to everyone. Their mission: bring the transformative power of design everywhere. You can learn about their exhibitions, events, magazine, and more. www.designmuseumfoundation.org BIF, As a purpose-driven firm, BIF is committed to bringing design strategy where it is needed most - health care, education, and public service to create value for our most vulnerable populations. www.bif.is
In 2017, a poker bot called Libratus made headlines when it roundly defeated four top human players at no-limit Texas Hold ‘Em. Now, Libratus's technology is being adapted to take on opponents of a different kind—in service of the US military. Libratus—Latin for balanced—was created by researchers from Carnegie Mellon University to test ideas for automated decision-making based on game theory.
Tuomas Sandholm is a professor at CMU and co-creator of Libratus, which is the first AI system to beat top human players at the game of Heads-Up No-Limit Texas Hold’em. He has published over 450 papers on game theory and machine learning, including a best paper in 2017 at NIPS / NeurIPS. His research and companies have had wide-reaching impact in the real world, especially because he and his group not only propose new ideas, but also build systems to prove these ideas work in the real world. Video version is available on YouTube. If you would like to get more
In this classic GameTek, Geoff dives into the details of the AI that defeated the top poker players on the planet.
This Week in Machine Learning & Artificial Intelligence (AI) Podcast
In this episode I speak with Tuomas Sandholm, Carnegie Mellon University Professor and Founder and CEO of startups Optimized Markets and Strategic Machine. Tuomas, along with his PhD student Noam Brown, won a 2017 NIPS Best Paper award for their paper “Safe and Nested Subgame Solving for Imperfect-Information Games.” Tuomas and I dig into the significance of the paper, including a breakdown of perfect vs imperfect information games, the role of abstractions in game solving, and how the concept of safety applies to gameplay. We discuss how all these elements and techniques are applied to poker, and how the algorithm described in this paper was used by Noam and Tuomas to create Libratus, the first AI to beat top human pros in No Limit Texas Hold’em, a particularly difficult game to beat due to its large state space. This was a fascinating interview that I'm really excited to share with you all. Enjoy! This is your last chance to register for the RE•WORK Deep Learning and AI Assistant Summits in San Francisco, which are this Thursday and Friday, January 25th and 26th. These events feature leading researchers and technologists like the ones you heard in our Deep Learning Summit series last week. The San Francisco will event is headlined by Ian Goodfellow of Google Brain, Daphne Koller of Calico Labs, and more! Definitely check it out and use the code TWIMLAI for 20% off of registration. The notes for this show can be found at twimlai.com/talk/99
For all the hype about killer robots, 2017 saw some notable strides in artificial intelligence. A bot called Libratus out-bluffed poker kingpins, for example. Out in the real world, machine learning is being put to use improving farming and widening access to healthcare. But have you talked to Siri or Alexa recently? Then you'll know that despite the hype, and worried billionaires, there are many things that artificial intelligence still can't do or understand.
Hundreds of people file lawsuit against MGM over October mass shooting. San Francisco area card room hit with large fine for money laundering. Al Franken scandal's tie-in to poker. Colorado is prosecuting people who play unused credits on casino machines. Tony Bigcharles (sevencard2003) has meltdown during blackjack losses at Golden Gate Casino. Druff has to ban self-proclaimed poker debt collector from PFA. Unbeatable poker bot Libratus given computing award. Party Poker eliminates "inactivity fees". Phil Ivey signs with Ethereum-based poker room. New Jersey taking sportsbetting fight to US Supreme Court on December 4. Two more Caesars casinos likely coming to Indiana. Which Vegas strip casinos didn't exist 30 years ago? Inside the Evil Empire Part 7. Calls from neverheeb, Ken Scalir, Sysop, and onestep. khalwat and traderusky co-host.
Hundreds of people file lawsuit against MGM over October mass shooting. San Francisco area card room hit with large fine for money laundering. Al Franken scandal's tie-in to poker. Colorado is prosecuting people who play unused credits on casino machines. Tony Bigcharles (sevencard2003) has meltdown during blackjack losses at Golden Gate Casino. Druff has to ban self-proclaimed poker debt collector from PFA. Unbeatable poker bot Libratus given computing award. Party Poker eliminates "inactivity fees". Phil Ivey signs with Ethereum-based poker room. New Jersey taking sportsbetting fight to US Supreme Court on December 4. Two more Caesars casinos likely coming to Indiana. Which Vegas strip casinos didn't exist 30 years ago? Inside the Evil Empire Part 7. Calls from neverheeb, Ken Scalir, Sysop, and onestep. khalwat and traderusky co-host.
In early 2017, two independent research teams announced progress in artificial intelligence: Libratus from Carnagie Mellon University and DeepStack from University of Alberta. Computer programs are now able to beat the best human players in the two-player card game Heads-Up No Limit Texas’ Hold-Em Poker. But what are poker-playing bots? And how do they work work? In this podcast Thore Husfeldt talks to Associate Professor Troels Bjerre Lund, IT University of Copenhagen, a researcher in algorithmic game theory and a leading expert on artificial intelligence for poker.
In early 2017, two independent research teams announced progress in artificial intelligence: Libratus from Carnagie Mellon University and DeepStack from University of Alberta. Computer programs are now able to beat the best human players in the two-player card game Heads-Up No Limit Texas’ Hold-Em Poker. But what are poker-playing bots? And how do they work work? In this podcast Thore Husfeldt talks to Associate Professor Troels Bjerre Lund, IT University of Copenhagen, a researcher in algorithmic game theory and a leading expert on artificial intelligence for poker.
Brenton Bartel (http://www.codemonkey.fm/guests/brenton-bartel) joins us to discuss the architecture that enables the run-away growth of ROBLOX (https://www.roblox.com), a popular game creation and consumption platform. In the news we discuss Gitlab's database incident (https://about.gitlab.com/2017/02/01/gitlab-dot-com-database-incident/) this week, Libratus the poker AI from Carnegie Mellon University (https://www.wired.com/2017/02/libratus/) and Screwdriver (http://screwdriver.cd) the recently open-sourced continuous integration server from Yahoo. Links The Way of Kings - http://a.co/dHujPmG Sea Fall - Amazon (https://www.amazon.com/Z-Man-Games-zmg-phg13000-SeaFall/dp/B01EYE2V04), BoardGameGeek (https://boardgamegeek.com/boardgame/148261/seafall) ROBLOX - https://www.roblox.com Credits Opening Music: Another beek beep beer please (http://freemusicarchive.org/music/Rolemusic/gigs_n_contest/rolemusic_-_gigs_n_contest_-_03_Another_beek_beep_beer_please) by Rolemusic (http://freemusicarchive.org/music/Rolemusic/) Special Guest: Brenton Bartel.
Built by two computer science researchers at Carnegie Mellon, Libratus, as it is known, is an artificially intelligent system that runs on a supercomputer. For three weeks in a row, it played no-limit Texas Hold ‘Em. The competition ended this week. Halfway through the competition, some of the human players started to feel like Liberates could see their cards.
khalwat co-hosts. American Poker Awards: Was PFA snubbed or not? WSOP 2017 schedule released, cheap events under $500 exist. Pokerstars to kill ability to choose your cash game table. AI Bot Libratus spanks 4 top poker pros in heads up competition. Mike Dentale says Cate Hall will be "punished for her big mouth" in upcoming heads up match. Convicted sports tout/scammer/extortionist Adam Meyer was also a longtime snitch for the FBI. Daily Fantasy Sports site FantasyAces to close after being caught stealing player funds. Foxwoods player who self-excluded claims he was only stopped from playing when he won, didn't get paid. Las Vegas Raiders stadium deal in jeopardy as Adelson pulls out. Chicago Joey writes 47,000 words in 10 days to complete book in prop bet challenge. Update on Druff's iPhone 6 which was "stolen" by ATT. Was the Trump "Muslim travel ban" right or wrong?
khalwat co-hosts. American Poker Awards: Was PFA snubbed or not? WSOP 2017 schedule released, cheap events under $500 exist. Pokerstars to kill ability to choose your cash game table. AI Bot Libratus spanks 4 top poker pros in heads up competition. Mike Dentale says Cate Hall will be "punished for her big mouth" in upcoming heads up match. Convicted sports tout/scammer/extortionist Adam Meyer was also a longtime snitch for the FBI. Daily Fantasy Sports site FantasyAces to close after being caught stealing player funds. Foxwoods player who self-excluded claims he was only stopped from playing when he won, didn't get paid. Las Vegas Raiders stadium deal in jeopardy as Adelson pulls out. Chicago Joey writes 47,000 words in 10 days to complete book in prop bet challenge. Update on Druff's iPhone 6 which was "stolen" by AT&T. Was the Trump "Muslim travel ban" right or wrong?
With one of the minds behind the machine, Tuomas Sandholm, Professor at Carnegie Mellon University.