How Slot Machines Are Advancing the State of the Art in Computer Go AI

How Slot Machines Are Advancing the State of the Art in Computer Go AI

Churchill CompSci Talks via YouTube Direct link

Intro

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1 of 13

Intro

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How Slot Machines Are Advancing the State of the Art in Computer Go AI

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  1. 1 Intro
  2. 2 Example game
  3. 3 Recent advancements in chess
  4. 4 Traditional search in go
  5. 5 History of go engines
  6. 6 Monte Carlo: philosophy
  7. 7 Flat Monte Carlo algorithm
  8. 8 MAB: greedy strategy
  9. 9 UCB: proof of logarithmic growth of cumulative regret
  10. 10 Monte Carlo simulation inconsistency
  11. 11 Monte Carlo Tree Search
  12. 12 Refinements: AMAF and RAVE
  13. 13 Current research

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