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Monday, February 24, 2020

AI Is Now the Undisputed Champion of Computer Chess | Gaming - Popular Mechanics

AlphaZero's chess genius—analyzed with two moves by William Herkewitz, science and technology journalist based in Berlin, Germany.

Photo: JumpStory

It was a war of titans you likely never heard about. One year ago, two of the world’s strongest and most radically different chess engines fought a pitched, 100-game battle to decide the future of computer chess.

On one side was Stockfish 8. This world-champion program approaches chess like dynamite handles a boulder—with sheer force, churning through 60 million potential moves per second. Of these millions of moves, Stockfish picks what it sees as the very best one—with “best” defined by a complex, hand-tuned algorithm co-designed by computer scientists and chess grandmasters. That algorithm values a delicate balance of factors like pawn positions and the safety of its king.

On the other side was a new program called AlphaZero (the "zero" meaning no human knowledge in the loop), a chess engine in some ways very much weaker than Stockfish—powering through just 1/100th as many moves per second as its opponent. But AlphaZero is an entirely different machine. Instead of deducing the “best” moves with an algorithm designed by outside experts, it learns strategy by itself through an artificial-intelligence technique called machine learning. Its programmers merely tuned it with the basic rules of chess and allowed it to play several million games against itself. As it learned, AlphaZero gradually pieced together its own strategy...

British chess grandmaster Matthew Sadler and mathematician and chessmaster Natasha Regan are still piecing together how AlphaZero’s strategy works in their new book, Game Changer. We’re breaking open two moves in just one of the games to show the aggressive style, what it does, and what humans can learn from our new chess champion.
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Game Changer:
AlphaZero's Groundbreaking Chess Strategies and the Promise of AI
Source: Popular Mechanics