/// <summary>
/// Declares that the network is now complete and that connections should be created.
/// </summary>
public void Connect()
{
if (IsConnected)
{
throw new InvalidOperationException("The Network has already been connected");
}
if (_hiddenLayers.Any())
{
// Connect input to the first hidden layer
Inputs.ConnectTo(_hiddenLayers.First());
// Connect hidden layers to each other
if (_hiddenLayers.Count > 1)
{
for (int i = 0; i < _hiddenLayers.Count - 1; i++)
{
_hiddenLayers[i].ConnectTo(_hiddenLayers[i + 1]);
}
}
// Connect the last hidden layer to the output layer
_hiddenLayers.Last().ConnectTo(Outputs);
}
else
{
// No hidden layers, connect the input layer to the output layer
Inputs.ConnectTo(Outputs);
}
IsConnected = true;
}