public void RunIterations(Perceptron <List <double> > perceptron, List <double> input, double desiredOutput, double eta, int iterations)
{
var range = Enumerable.Range(1, iterations).ToList();
foreach (var iteration in range)
{
perceptron.CalculateActivity(input);
perceptron.CalculateActivation(input);
var error = perceptron.CalculateError(desiredOutput, true);
// we need to do this before we update the weights
Debug.WriteLine($"Output:{Environment.NewLine}{Environment.NewLine}" +
$"Iteration:{iteration}{Environment.NewLine}" +
$"Input:{string.Join(",", input.ToArray())}{Environment.NewLine}" +
$"Weights:{string.Join(",", perceptron.Weights.ToArray())}{Environment.NewLine}" +
$"Activity:{perceptron.Activity}{Environment.NewLine}" +
$"Activation:{perceptron.Activation}{Environment.NewLine}" +
$"Error:{error}{Environment.NewLine}" +
$"Delta:{perceptron.Delta}{Environment.NewLine}{Environment.NewLine}");
perceptron.SetDeltaWeights(input, eta);
perceptron.UpdateWeights();
}
}