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2048-AI

Play game 2048 with an "artificial intelligence"

IA created :

  • Random move. Average score : ~200 pts
  • Maximize score at next move. Average score : ~500 pts
  • Monte carlo simulations, with parallel simulations. 5000 simulation, 6 nodes deep : up to 70.000 pts
  • Minimax : max > 120.000 pts
  • Expectimax
  • Reinforcement learning : Q-learning

Next steps :

  • Use C++ / Cython to accelelerate MC simulations
  • Add Alpha–beta pruning to minimax algo
  • Use bandit algorithms for MC simulations : UCB, UCT
  • Machine learning

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Artificial intelligence for the 2048 game

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