public ClassificationService() { if (File.Exists("Network.bin")) { _neuralNetwork = NeuralNetwork.DeSerialize(); } else { _neuralNetwork = new NeuralNetwork(1); _neuralNetwork.AddInputLayer(400) .AddHiddenLayer(128) .AddHiddenLayer(64) .AddHiddenLayer(41) .AddOutputLayer(41); _neuralNetwork.Train(100); _neuralNetwork.Serialize(); } }