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I think it makes sense to use a Conv2D net for evaluating each position where you have different input channels for each figure type on the board. For example one channel for pawns: an 8x8 matrix with 1's where there are white pawns, and -1's where there are black pawns. the rest should be 0. Also input channels for bishops, knights etc... and then ...

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