static void Main(string[] args)
{
//Creates and Stores Predictive Model
HousePriceModelTrainer.TrainHousePriceModelUsingCrossValidationPipeline(3);
//Creates Some Samples to Test Model
var housePriceSample1 = new HouseDataModel()
{
ApproxSquFeet = 1300, Area = "76", BedRooms = 3, BedRoomsBsmt = 0, FullBath = 2, GarageSpaces = 2, GarageType = "Attached", HalfBath = 0, HouseType = "", ParkingSpaces = 1, Rooms = 7
};
var housePriceSample2 = new HouseDataModel()
{
ApproxSquFeet = 8410, Area = "62", BedRooms = 5, BedRoomsBsmt = 1, FullBath = 6, GarageSpaces = 4, GarageType = "Attached", HalfBath = 1, HouseType = "", ParkingSpaces = 1, Rooms = 16
};
//Creates a Multi-Sample Array to Test Multiple Prediction
HouseDataModel[] hd = new HouseDataModel[] { housePriceSample1, housePriceSample2 };
//Makes Predictions Using Multiple Samples at Once and then Individually
var results = HousePricePredictor.PredictSinglePriceSet(hd);
var result = HousePricePredictor.PredictSinglePrice(housePriceSample1);
//Prints Predicted Prices
for (int i = 0; i < results.Length; i++)
{
Console.WriteLine("Precio Estimado Para Casa " + (i + 1) + ": " + results[i].ToString("C2"));
}
Console.WriteLine("Precio Estimado Para Casa 1: " + result.ToString("C2"));
}
//Makes Predictions From a Single Sample
public static float PredictSinglePrice(HouseDataModel houseData)
{
return(PredictSinglePriceSet(new HouseDataModel[] { houseData })[0]);
}
