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