public TicTacToeValueNetwork CreateTrainedNetwork()
{
var trainingData = TicTacToeValueLoader.LoadAllUniqueStates(Storage.Instance);
var trainer = new TicTacToeValueNetworkTrainer(trainingData, 0);
return(trainer.Train(30));
}
private void Training(TrainingSettings settings)
{
var trainingData = TicTacToeValueLoader.LoadAllUniqueStates(Storage.Instance, TicTacToeValueNetwork.DefaultInputTransform);
var trainer = new TicTacToeValueNetworkTrainer(trainingData, 0)
{
HiddenLayerSizes = settings.Layers,
LearingRate = settings.LearningRate,
Momentum = settings.Momentum,
};
TrainedNetwork = trainer.Train(settings.Epoches, new TrainingMonitor(this));
Invoke((MethodInvoker) delegate()
{
var accuracy = AccuracyMonitor.CalculateAccuracy(TrainedNetwork, trainingData);
labelAccuracy.Text = $"{accuracy.CorrectPredictions}/{accuracy.TestingSetSize} ({accuracy.Value * 100.0:f2}%)";
buttonTrained.Enabled = true;
});
}
