/// <summary>
/// Console runtime
/// </summary>
static void Main(string[] args)
{
Console.WriteLine("~~Binary Classification of Text~~\n");
MachineLearning ml = new MachineLearning();
ml.LoadTrainingData(GetTrainingData());
Console.WriteLine("Creating and training the model");
ml.Train();
Console.WriteLine("Training complete\n");
var metrics = ml.Evaluate();
Console.WriteLine($"Accuracy: {metrics.Accuracy:P2}\n");
ml.CreatePredictionEngine();
string userinput = null;
do
{
Console.WriteLine("Enter a string that is relative to the loaded training data ('exit' to close console)\n");
userinput = Console.ReadLine().ToString();
var formatinput = new TrainingData();
formatinput.Text = userinput;
var prediction = ml.Predict(formatinput);
Console.WriteLine($"prediction: {prediction.Prediction}\n");
}while (userinput != "exit");
}
/// <summary>
/// Uses the class's prediction engine to make a prediction on one-time instance of data
/// </summary>
/// <param name="input"></param>
/// <returns></returns>
public PredictionData Predict(TrainingData input)
{
var prediction = predictionEngine.Predict(input);
return(prediction);
}
