private ClassifierFacade RunTrainingForSelectedCategoriesImpl(TrainingParameters trainingParameters)
{
var categories = trainingParameters.SelectedCategories.ToArray();
var learningSet = _dataProvider.GetLearningSetForCategories(categories);
var layers = _globalTrainerConfiguration.HiddenLayers.ToList();
int outputLayerSize = categories.Length;
layers.Add(outputLayerSize);
var trainer = new Trainer(new TrainerConfiguration
{
Layers = layers.ToArray(),
InputsOutputsData = learningSet.TrainingData.ToInputOutputsDataNative(),
}, _skipPhaseRequest, _guiLogger);
trainer.RunTraining1(trainingParameters.Training1Parameters);
trainer.RunTraining2(trainingParameters.Training2Parameters);
trainer.CheckAccuracy(learningSet.TestData.ToInputOutputsDataNative());
var classifierConfiguration = new ClassifierConfiguration {
Categories = categories
};
var classifier = new Classifier(trainer.NeuralNetwork, classifierConfiguration, _guiLogger);
var classifierFacade = new ClassifierFacade(_dataProvider, classifier);
return(classifierFacade);
}