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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.”
Pinocchio Slot Launches -
An exciting new slot from BetSoft has just hit the 3D slots market—if you’re one of the few who have not yet spun the instantly popular Pinocchio, we recommend taking it for a spin. See for yourself why everyone’s talking about the interactive 3D slot based on a classic tale of a puppet who dreamed of becoming a real boy.
The game follows the old story line but you control the puppets fortune—and your own—as you spin through the levels collecting coins and propelling the story further. The journey begins in the place where Pinocchio was made, in Gepetto’s old woodshop tucked away in a small Italian village. As you spin, you’ll be collecting coins to a Fill Meter which appears in all three levels. Once the Fill Meter is filled with coins you’ll be carried away with Pinocchio into the next level. You’ll escort the puppet on his first day of school and finally his debut on the stage where he performs just for you. Once you enter a new world in this game, you’ll get eight spin countdowns before you’ll be taken back to the primary world of the workshop. Along the way there are all kinds of fun graphics and features that will captivate your sense of nostalgia.
For such an interesting game, Pinocchio is surprisingly user friendly and offers all kinds of fun through special bonus features. At some point during the game you may be entered into a Double-Up Mini Game where the flip of a coin could double your winnings. Pinocchio is a real delight if you’re interested in having a more interactive slot experience complete with special bonus features, a story line with high-end graphics and a fun Fill Meter.
MLB Odds: Royals Host Tigers in AL Central Mismatch -
For the first time in five years, barring a miracle, the Detroit Tigers (60-70, –10.25 units) will not win the AL Central. Instead, it'll be the Kansas City Royals (80-50, +27.17 units), who host Detroit Wednesday night in the second game of a three-game set. First pitch is at 8:10 PM ET.
MLB Odds: Red-Hot Wacha Leads Cards Against Scherzer, Nats -
The Washington Nationals have been one of the biggest disappointments in the majors this season, but they're still within reach of the New York Mets in the National League East. They’ll try to close the gap when they wrap up a three-game series in St. Louis, who lead the competitive Central Division.
Netent Slots Coming Online To NJ -
NetEnt has received a transactional waiver from the New Jersey Division of Gaming Enforcement for the Borgata and bwin.party brands ahead of approval of its application for a Casino Service Industry Enterprise Licence for the New Jersey market.
Kahnawake and Jersey Gambling Commission in MOU -
The Kahnawake Gaming Commission (KGC) and the Jersey Gambling Commission (JGC) have entered into a Memorandum of Understanding (MOU) that covers arrangements for the acquisition, exchange, handling, protection and use of information.
Mermaid’s Treasure Slot Launches -
Social casino developer Plumbee has expanded its Mirrorball Slots Platform with the addition of “Mermaid’s Treasure” developed by Platipus Gaming and now live on Facebook.
Titans of the Sun SLot For Microgaming QuickFire -
Isle of Man software provider Microgaming has tantalised with two new graphic-rich preview titles “Titans of the Sun, Theia” and “Titans of the Sun, Hyperion” due for release on the Quickfire platform in October.
Super Graphics Super Lucky Slot Launches -
The new three-reel title, released across Phone, tablet and desktop, carries a Japanese capsule vending machine theme and is the sister-game to the company’s successful “Super Graphics Upside Down” title.
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