PotatoPlan/Game1/Sources/ML/Engine.cs

using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML;


static class Engine
{
    private static MLContext mlContext = new MLContext(seed: 1);
    private static PredictionEngine<ModelInput, ModelOutput> PredictionEngine;

    public static void init()
    {
        PredictionEngine = MLModel.CreateEngine();
    }

    public static string PredictFertilizer(Crops crop, CropTypes cropTypes)
    {
        ModelInput modelInput = new ModelInput
        {
            Temperature = crop.getSoilProperties().Temperature,
            Humidity = crop.getSoilProperties().Humidity,
            Moisture = crop.getSoilProperties().Moisture,
            Soil_Type = crop.getSoilProperties().soilType,
            Crop_Type = cropTypes.CropName,
            Nitrogen = crop.getSoilProperties().Nitrogen,
            Potassium = crop.getSoilProperties().Potassium,
            Phosporous = crop.getSoilProperties().Phosphorous
        };

        return PredictionEngine.Predict(modelInput).Prediction;
    }
}