| 
		Machine beats humans for the first time 
		in poker 
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		 [February 02, 2017] 
		By Angela Moon 
 NEW YORK (Reuters) - Artificial 
		intelligence has made history by beating humans in poker for the first 
		time, the last remaining game in which humans had managed to maintain 
		the upper hand.
 
 Libratus, an AI built by Carnegie Mellon University racked up over $1.7 
		million worth of chips against four of the top professional poker 
		players in the world in a 20-day marathon poker tournament that ended on 
		Tuesday in Philadelphia.
 
 While machines have beaten humans over the last two decade in chess, 
		checkers, and most recently in the ancient game of Go, Libratus' victory 
		is significant because poker is an imperfect information game -- similar 
		to the real world where not all problems are laid out and the difficulty 
		in figuring out human behavior is one of the main reasons why it was 
		considered immune to machines.
 
 "The best AI's ability to do strategic reasoning with imperfect 
		information has now surpassed that of the best humans," said Tuomas 
		Sandholm, professor of computer science at CMU who created Libratus with 
		a Ph.D student Noam Brown said on Wednesday.
 
 The victory prompted inquiries from companies all over the world seeking 
		to use Libratus' algorithm for problem solving.
 
 "It can be used in any situation where information is incomplete 
		including business negotiation, military strategy, cyber security and 
		medical treatment," Sandholm said.
 
 BLUFFING
 
 One of the main reasons for Libratus' victory was the machine's ability 
		outbluff humans.
 
 "The computer can't win at poker if it can't bluff," said Frank 
		Pfenning, head of the Computer Science Department at CMU.
 
		
		 
		
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			"Developing an AI that can do that successfully is a tremendous step 
			forward scientifically and has numerous applications. Imagine that 
			your smartphone will someday be able to negotiate the best price on 
			a new car for you. That's just the beginning." 
			Dong Kim, one of the four top poker players who participated in the 
			tournament echoed the statement. The 28-year old, originally from 
			Seattle, had also participated in a similar poker tournament with 
			another AI machine built by CMU in 2015 named Claudico. 
			 
			"It was about half way through the challenge (with Libratus when) I 
			knew we wouldn't come back," said Kim.
 "It had less bugs in the algorithm. We just ran over Claudico, 
			bluffed it everywhere, but this time I felt like it was the other 
			way around."
 
 In the battle against Claudico, the human players racked up more 
			than $700,000 over 80,000 hands, winning almost every day of the 
			tournament.
 
 In the same 2017 heads-up, no limit Texas Hold'em battle, the four 
			human players only won five days out of 20 and split a $200,000 
			prize based on their performance.
 
 (Reporting by Angela Moon; Editing by Sandra Maler)
 
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