Machine learning puzzle solving with a deep neural network

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Previous solutions 
 Previously I wrote a depth first search (DFS) solver for the dust matching game pictured below, and have since done some thinking on how it might be solved more efficiently.
 
As a reminder, the rules of the game were that any similar color pile touching a pile of dust that is clicked are removed from the board, then the piles fall down and towards the…

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