├── .gitignore ├── 1 - Lectures ├── 2020 OSS Winter - AlphaZero Connect-5, Day 1.pdf └── 2020 OSS Winter - AlphaZero Connect-5, Day 2.pdf ├── 2 - Examples ├── 1 - Day 1 │ ├── 1 - Make Connect-5 Game │ │ └── connect5 │ │ │ ├── board.py │ │ │ ├── types.py │ │ │ ├── utils.py │ │ │ └── zobrist.py │ ├── 2 - Make Simple Connect-5 AI Bot │ │ ├── bot_v_bot.py │ │ ├── connect5 │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ └── naive.py │ │ │ ├── board.py │ │ │ ├── types.py │ │ │ ├── utils.py │ │ │ └── zobrist.py │ │ └── human_v_bot.py │ └── 3 - MCTS(Monte-Carlo Tree Search) │ │ ├── bot_v_bot.py │ │ ├── connect5 │ │ ├── agent │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── naive.py │ │ ├── board.py │ │ ├── mcts │ │ │ ├── __init__.py │ │ │ └── mcts.py │ │ ├── types.py │ │ ├── utils.py │ │ └── zobrist.py │ │ ├── human_v_bot.py │ │ └── mcts_connect5.py └── 2 - Day 2 │ ├── 1 - Introduction to PyTorch │ └── pytorch.ipynb │ └── 2 - AlphaZero │ ├── alphazero │ ├── mcts.py │ ├── network.py │ ├── preprocess.py │ └── replaybuffer.py │ ├── bot_v_bot.py │ ├── connect5 │ ├── agent │ │ ├── __init__.py │ │ ├── base.py │ │ └── naive.py │ ├── board.py │ ├── mcts │ │ ├── __init__.py │ │ └── mcts.py │ ├── types.py │ ├── utils.py │ └── zobrist.py │ ├── human_v_bot.py │ ├── mcts_connect5.py │ └── train.py ├── 3 - Assignments ├── 1 - Day 1 (Custom Agent) │ ├── 2020 OSS Winter - Custom Agent Specification.pdf │ └── naive.py └── 2 - Day 2 (AlphaZero Connect-4) │ ├── 2020 OSS Winter - AlphaZero Connect-4 Specification.pdf │ ├── 2020 OSS Winter - How to use Google Cloud Platform.pdf │ ├── connect5_connecter.py │ └── connect5_web.py ├── LICENSE └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/utilForever/2020-OSS-Winter-AlphaZero/HEAD/.gitignore -------------------------------------------------------------------------------- /1 - Lectures/2020 OSS Winter - AlphaZero Connect-5, Day 1.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/utilForever/2020-OSS-Winter-AlphaZero/HEAD/1 - Lectures/2020 OSS Winter - AlphaZero Connect-5, Day 1.pdf -------------------------------------------------------------------------------- /1 - Lectures/2020 OSS Winter - 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