Google Deepmind AlphaGo原理解析（54页PPT详解）.pdf

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How it works Presenter: Shane (Seungwhan) Moon PhD student Language Technologies Institute, School of Computer Science Carnegie Mellon University 3/2/2016

AlphaGo vs European Champion (Fan Hui 2-‐Dan) * rank October 5 – 9, 2015 -‐ Time limit: 1 hour -‐ AlphaGo Wins (5:0)

AlphaGo vs World Champion (Lee Sedol 9-‐Dan) March 9 – 15, 2016 -‐ Time limit: 2 hours Venue: Seoul, Four Seasons Hotel Image Source: Josun Times Jan 28th 2015

Lee Sedol wiki Photo source: Maeil Economics 2013/04

Computer Go AI?

Computer Go AI – Definition d = 1 s (state) = 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 (e.g. we can represent the board into a matrix-‐like form) * The actual model uses other features than board positions as well

Computer Go AI – Definition d = 1 d = 2 s Computer Go Artificial Intelligence a s' s (state) a (action) Given s, pick the best a

Computer Go AI – An Implementation Idea? d = 1 d = 2 How about simulating all possible board positions? …

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Google Deepmind AlphaGo原理解析（54页PPT详解）.pdf

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