/// <summary>
/// Constructor
/// </summary>
/// <param name = "neuronsCount">Number of neurons in the layer</param>
/// <param name = "inputsCount">Number of inputs per each neuron in the layer</param>
/// <param name = "function">Activation function for the whole layer</param>
public Layer(int neuronsCount, int inputsCount, IActivationFunction function)
{
_inputsCount = Math.Max(1, inputsCount);
_neuronsCount = Math.Max(1, neuronsCount);
_function = function;
_neurons = new Neuron[_neuronsCount];
for (int i = 0; i < neuronsCount; i++)
_neurons[i] = new Neuron(inputsCount, function);
}
/// <summary>
/// Constructor, all nonspecified parameters are like in default constructor
/// </summary>
/// <param name = "neuronsCount">Number of neurons in the layer</param>
/// <param name = "inputsCount">Number of inputs per each neuron in the layer</param>
public Layer(int neuronsCount, int inputsCount)
{
_inputsCount = Math.Max(1, inputsCount);
_neuronsCount = Math.Max(1, neuronsCount);
// create collection of neurons
_neurons = new Neuron[_neuronsCount];
_function = new SigmoidFunction();
for (int i = 0; i < neuronsCount; i++)
_neurons[i] = new Neuron(inputsCount);
}