private Layer[] CreateNeurons(IOutput[] outputs, int numberOfNeurons)
{
//These will all form a layer
List <Synapse> allSynapses = new List <Synapse>(numberOfNeurons * outputs.Length);
//These will form another layer
Neuron[] neurons = new Neuron[numberOfNeurons];
for (int neuronIndex = 0; neuronIndex < numberOfNeurons; neuronIndex++)
{
Synapse[] synapses = outputs
.Select(o => new Synapse(o, _randomNumberGenerator.Next()))
.ToArray();
allSynapses.AddRange(synapses);
neurons[neuronIndex] = new Neuron(synapses.Cast <IOutput>().ToArray(), _randomNumberGenerator.Next());
}
return(new Layer[]
{
new Layer(allSynapses.Cast <IPropagate>().ToArray(), allSynapses.Cast <IOutput>().ToArray()),
new Layer(neurons.Cast <IPropagate>().ToArray(), neurons.Cast <IOutput>().ToArray()),
});
}
