/// <summary> Creates, loads, and returns a <see cref="NeuralNetwork"/> using the given <paramref name="networkLoader"/>. </summary>
/// <param name="networkLoader"> The <see cref="INetworkLoader"/> used to load the network. </param>
/// <returns> The loaded <see cref="NeuralNetwork"/>. </returns>
public static NeuralNetwork Load(INetworkLoader networkLoader)
{
// Get the number of neuron layers in the file.
int neuronLayerCount = networkLoader.GetNetworkNeuronLayerCount();
// Create an empty neural network.
NeuralNetwork neuralNetwork = new NeuralNetwork(networkLoader.GetNetworkLearningRate(), neuronLayerCount);
// Create the neuron layers for the neural network.
for (uint i = 0; i < neuronLayerCount; i++)
{
neuralNetwork.neuronLayers[i] = NeuronLayer.Load(neuralNetwork, networkLoader, i);
}
// Create the weight layers for the neural network.
for (uint i = 0; i < neuronLayerCount - 1; i++)
{
neuralNetwork.weightLayers[i] = WeightLayer.Load(neuralNetwork, networkLoader, i, neuralNetwork.neuronLayers[i], neuralNetwork.neuronLayers[i + 1]);
}
// Set the highest neuron count.
neuralNetwork.HighestNeuronCount = calculateHighestNeuronCount(neuralNetwork);
// Return the neural network.
return(neuralNetwork);
}