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Winning entry of the 2024 Novo Nordisk "Settlers of Agar" hackathon hosted at the ITU Copenhagen. The solution was devised by Mikolaj Baranski and Julius Wirbel. This repository outlines the findings presented as part of the competition as well as instructions for training the winning model.