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Neural network Poker Bot
Friday September 06,2013 : LATEST ADVANCE IN ARTIFICIAL INTELLIGENCE MAKES THIS POKER BOT UNBEATABLE
The New York Times reports that the latest developments in poker Artificial Intelligence have achieved unprecedented levels of robot experience-learning to produce an almost unbeatable poker bot for research and possibly gambling purposes.
Poker-playing robots have been hitting the headlines for years as scientists and academics have used the game to test their AI work against expert human players, with recent contests showing a growing level of smarts in the machines, enabling them to learn from their mistakes and make the correct moves next time around.
The latest developments have an interesting background, involving Norwegian scientist Fredrik Dahl, who at one time worked for the Norwegian Defense Research Establishment in Kjeller, Norway developing artificial intelligence for secret government projects on combat simulations.
"The job involved using neural networks," the New York Times reports. "Functioning much like an extremely focused, one-dimensional version of the human brain, these complex computer algorithms develop strategies that emerge through so many repetitive mathematical calculations that few humans could reproduce, much less endure them. Dahl’s work on two-sided, zero-sum games, where there is no mutual interest, proved to be useful in developing strategies to win not only wars but also poker games."
The article reveals that sophisticated poker bots use knowledge gained from billions of staged rounds of poker fed through neural networks, and the result is an unpredictable poker player that can win almost every time.
Three different banks of knowledge are used by the bot to prevent defeat.
"The theory behind it is almost paranoid," Dahl explains told the Times. "It's estimated that only 100 players around the world even have a chance of taking the game down."
Gamblers might win a given hand out of sheer luck, but over an extended period, as the impact of luck evens out, they must overcome carefully trained neural nets that self-learned to play aggressively and unpredictably with the expertise of a skilled professional.
Poker is primarily a game of skill and intuition, of bluffs and traps in which the player tries to play his opponent as well as his cards, the article reports.
"This machine does that, responding to opponents’ moves and pursuing optimal strategies. But to compete at the highest levels and beat the best human players, the approach must be impeccable."
The piece goes on to recount the experiences of G2 Game Design chief Gregg Giuffria, whose company developed Texas Hold ‘Em Heads Up Poker.
Whilst testing a prototype of the program he thought he detected a flaw. When he played passively until a hand’s very last card was dealt and then suddenly made a bet, the program folded rather than match his bet and risk losing more money.
“I called in all my employees and told them that there’s a problem,” he says. The software seemed to play in an easily exploitable pattern. “Then I played 200 more hands, and [the robot] never did anything like that again. That was the point when we nicknamed him Little Bastard.”
NHL Odds: Toronto Maple Leafs vs. Washington Capitals on Tuesday -
Auston Matthews and the Toronto Maple Leafs touch down in DC this Tuesday (7 PM ET on TSN) as one of the hottest teams in the NHL. They've tallied a ridiculous 26 goals through only five games played; that's more than five goals scored per game on average. They'll be up against an equally potent Washington Capitals team.
Pro League Reveals Sportradar Contract Details -
The partnership between the PLC and Sportradar aims to provide a high-quality level of service to all Arabian Gulf League stakeholders in addition to making verified official data about players performances available to coaching and scouting staff and supplying match information to media outlets.
NFL Odds: Steelers Visit Undefeated Chiefs #TNF -
The Kansas City Chiefs (5-0 SU and ATS) have been flawless as an NFL pick thus far. Their chances of remaining undefeated in Week 6 look good; after opening at –4.5, Kansas City is a 5-point home chalk for Sunday’s game against the Pittsburgh Steelers (3-2 SU, 2-3 ATS), beginning at 4:25 PM ET on CBS.
Mega Moolah strikes again -
The jackpot was hit on a mobile device on Sunday 1 October 2017 by a UK player on Betway, this time awarding a £1,448,116.31 pay day.
2 New Slots For Microgaming Casinos -
David Reynolds, Games Publisher at Microgaming, comments: “On top of our branded title game Halloween, we’re delivering two more slots this October, each bringing exciting features and a different theme.
MLS Odds: Red Bulls vs. Whitecaps -
The New York Red Bulls (12W, 12L, 7T) haven’t won a match since August 15, but they’re –165 favorites this Saturday against the visiting Vancouver Whitecaps (15W, 10L, 6T), beginning at 5 PM ET. Vancouver is a +475 underdog with the draw priced at +285.
MLB Odds: Yankees Favored in AL Wild Card Game -
After a strong regular season, the New York Yankees (91-71, –1.00 betting units) opened as –235 home favourites for Tuesday’s AL Wild Card Game against the Minnesota Twins (85-77, +11.48 units). First pitch is at 8 PM ET on ESPN.
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