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## Machine Learning Algorithms
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## Machine Learning Algorithms
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Project in its current state uses Machine Learning Algorithms to solve 2 problems. Light Gradient-Boosted Trees are used for both problems:
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Project in its current state uses Machine Learning Algorithms to solve 2 problems. Light Gradient-Boosted Trees are used for both problems:
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-Choosing a proper fertilizer which should be applied to current tile, based on few variables like nutrients in soil.
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1. Choosing a proper fertilizer which should be applied to current tile, based on few variables like nutrients in soil.
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Applying proper fertilizer boosts production rate of a crop (rate of growth of a crop). This part was done by Oskar Nastały.
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Applying proper fertilizer boosts production rate of a crop (rate of growth of a crop). This part was done by Oskar Nastały.
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-Calculating production rate of a tile based on rainfall and few other variabels. Noise map is generated and used to simulate dynamically changing rainfall.
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2. Calculating production rate of a tile based on rainfall and few other variabels. Noise map is generated and used to simulate dynamically changing rainfall.
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Then once a day AI is used to calculate base production rate multiplier. This part was done by Joel Städe.
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Then once a day AI is used to calculate base production rate multiplier. This part was done by Joel Städe.
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## Examples
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## Examples
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![Clouds]()
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![Clouds](https://git.wmi.amu.edu.pl/s425077/PotatoPlan/raw/Joel-ML/Evaluation_examples/Example_clouds.PNG)
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![UI]()
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![UI](https://git.wmi.amu.edu.pl/s425077/PotatoPlan/raw/Joel-ML/Evaluation_examples/Example_UI.PNG)
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Final evaluation doc.
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Final evaluation doc.
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WIP
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WIP
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