public void ProcessGeneration()
{
List <NeuralNetwork> newNetworks = new List <NeuralNetwork>();
for (int i = 0; i < this.population.Count(); i++)
{
NeuralNetwork father = this.population.Keys.Random(nn => this.population[nn]);
NeuralNetwork mother = this.population.Keys.Except(new[] { father }).Random(nn => this.population[nn]);
NeuralDna childDna = father.Dna.Crossover(mother.Dna);
childDna.Mutate(MutationRate);
NeuralNetwork child = new NeuralNetwork(childDna, father.NumInputs, father.LayerNums);
newNetworks.Add(child);
}
this.population = newNetworks.ToDictionary(nn => nn, nn => this.fitnessTester.Fitness(nn));
}
