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A new reinforcement learning algorithm incorporates lookahead search inside the training loop.
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Its simplified tree search relies upon this neural network to evaluate positions and sample moves, without Monte Carlo rollouts.A b "Première défaite d'un professionnel du go contre une intelligence artificielle".56 Zero trained using reinforcement learning in which the system played millions of games against itself.Retrieved 13 November 2014.Its only guide was to increase its win rate.
The policy network trained via supervised learning, and was subsequently refined by policy-gradient reinforcement learning.
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DeepMind Technologies is a, british artificial intelligence company founded in September 2010, currently owned."Google is finding ways to make money from Alphabet's DeepMind.I.Hassabis, Demis (23 February 2012).Google Cloud Platform Blog."Google DeepMind announces new research partnership to fight breast cancer with AI".54 In 2017, an improved version, AlphaGo Zero, defeated AlphaGo 100 games.A b Silver, David ; Schrittwieser, Julian; Simonyan, Karen; Antonoglou, Ioannis; Huang, Aja ; Guez, Arthur; Hubert, Thomas; Baker, Lucas; Lai, Matthew; Bolton, Adrian; Chen, Yutian ; Lillicrap, Timothy; Fan, Hui ; Sifre, Laurent; Driessche, George van den; Graepel, Thore; Hassabis, Demis."Mastering the game of Go without human knowledge".It uses a single neural network, rather than separate gifted kindergartener signs policy and value networks.78 See also edit References edit "deepmind technologies limited Overview (free company information from Companies House.
9 Previously, computers were only known to have played Go at "amateur" level.