public DigitsRecognitionExample(int epochs)
{
Console.WriteLine("Initializing data");
_trainingData = TrainingDataLoader.Load("NeuralNetworks.ConsoleSamples.Resources.digits-image-training-set.json");
_validationData = TrainingDataLoader.Load("NeuralNetworks.ConsoleSamples.Resources.digits-image-validation-set.json");
_epochs = epochs;
}
public DigitsRecognitionBenchmarks()
{
_trainingData = TrainingDataLoader.Load("NeuralNetworks.ConsoleSamples.Resources.digits-image-validation-set.json");
var layers = new ILayer[] { new FullyConnectedLayer(new Sigmoid(), 30, 784), new FullyConnectedLayer(new Sigmoid(), 10, 30) };
Randomiser.Randomise(layers, new Random(1));
_trainer = new StochasticGradientDescent(new Quadratic(), layers, 3, 10, 1D, 0);
}
