The Power of Self-Learning Systems

The Power of Self-Learning Systems

MITCBMM via YouTube Direct link

Intro

1 of 23

1 of 23

Intro

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The Power of Self-Learning Systems

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  1. 1 Intro
  2. 2 Building a general purpose learning system
  3. 3 The lineage of AlphaZero
  4. 4 Chess and Al: a long and storied history
  5. 5 Anatomy of a world champion chess engine
  6. 6 AlphaZero (AlphaGoZero)
  7. 7 AlphaZero versus Stockfish 8
  8. 8 Mobility vs Materiality
  9. 9 Game Changer
  10. 10 Game objectives
  11. 11 AlphaStar architecture
  12. 12 AlphaStar league-population based training
  13. 13 Intrinsic motivations & diversity of strategies
  14. 14 AlphaStar training
  15. 15 Many interesting issues
  16. 16 Many key chalenges remain
  17. 17 Beyond Games
  18. 18 Improving wind power
  19. 19 Desiderata
  20. 20 What is protein folding?
  21. 21 Molecular machines
  22. 22 Training the NN via supervised learning
  23. 23 Structure optimization

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