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Yu-Jhen Hsu's Projects

ai-edu icon ai-edu

AI education materials for Chinese students, teachers and IT professionals.

imylu icon imylu

Pure Python implementation of machine learning algorithms

mooc-coursera-advanced-machine-learning icon mooc-coursera-advanced-machine-learning

Content from Coursera's ADVANCED MACHINE LEARNING Specialization (Deep Learning, Bayesian Methods, Natural Language Processing, Reinforcement Learning, Computer Vision).

td_mcts icon td_mcts

Monte Carlo Tree Search (MCTS) is a popular technology in the field of real-time games and has good performance comparing with the other agents in pommerman. Recently, few studies introduce using the conceptsin reinforcement learning to enhance the performance in MCTS. By combining the concept of temporal difference (TD) in the tree policy, it gives a better result in the twoplayer game. This report implements the TD-UCT in Pommerman, being multiply agents’ game, and shows it does not have significant improvement. This report also enhances the opponent model and shown the opponent model can increase the performance.

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