public void StartCIFARNetworkFromFile(string filename)
{
Service.CIFALoader loader;
LoadCIFARDataSet(out loader);
network = Service.XMLBridge.Load(filename);
network.SGD(loader.Data, 1, 10, 3.0, loader.TestData);
}
public void StartMNISTNetworkFromFile(string filename)
{
Service.MNISTLoader loader;
Service.MNISTLoader testLoader;
LoadMNISTDataset(out loader, out testLoader);
network = Service.XMLBridge.Load(filename);
network.SGD(loader.Data, 2, 10, 0.5, testLoader.Data);
}
public void StartNewCIFARNetwork()
{
Service.CIFALoader loader;
LoadCIFARDataSet(out loader);
List <int> size = new List <int> {
3072, 20, 7, 5, 10
};
network = new Core.NeuralNet(size);
network.SGD(loader.Data, 2, 10, 3.0, loader.TestData);
}
public void StartNewMNISTNetwork()
{
Service.MNISTLoader loader;
Service.MNISTLoader testLoader;
LoadMNISTDataset(out loader, out testLoader);
List <int> size = new List <int> {
784, 30, 10
};
network = new Core.NeuralNet(size);
network.SGD(loader.Data, 2, 10, 3.0, testLoader.Data);
}