How did Google's AlphaZero beat the world's best chess computer?

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Google’s AlphaZero, after just four hours of training, last week trounced the highest rated chess engine in the world, Stockfish. How did it do this? 
How did Google's AlphaZero beat the world's best chess computer?
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