Magnus Carlsen Chess engine deep learning

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Hi, I'm working on a deep learning self learning project, basically I've taken all the games or Magnus Carlsen and want to make a chess engine that predicts what move will magnus play. I've thought about a RNN structure for the project. That takes the moves already played and the position of the board as input.

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