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SDS-2023AI-FinalProjects

This is a repository containing all codes/reports/images of the three-phase FinalProject in Artifical Intelligence(DATA130008.01). All the agents in this project are submitted and evaluated via Kaggle.

FinalProject1

  • Adapted from the Connect X competition in Kaggle.
  • You need to implement a MCTS(Monte Carlo Tree Search) agent for the game.

FinalProject2

  • You need to choose one game from Connect X, Santa, Kore and Lux AI to implement a RL(Reinforcement Learning) agent.
  • The RL should be based on value/policy iteration in this phase.

FinalProject3

  • You need to make a poster and give a presentation in no more than 2 minutes to clarify your agent implemented in FinalProject2.
  • The method is not confined to value/policy iteration any more. Any method is allowed in this phase.
  • Requirements can be found here.

Kaggle Results

We choose Santa in phase 2. The best agents of our team in Connect X and Santa all rank second in the leaderboard. Below are the tables display the Kaggle scores of our submissions.

Connext X (rank 2/26) Santa (rank 2/15)
SubmissionsScores
agent550.4
agent2887.8
agent41894.9
agent52327.7
SubmissionsScores
agent-test585.8
agent-test-21066.1
agent-12661.4
agent-51453.6

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