/**
* Generate the network.
*
* @return MLMethod The generated network.
*/
public function generate()
{
$network = new BasicNetwork();
$inputLayer = new BasicLayer(new ActivationLinear(), true, $this->inputNeurons);
$outputLayer = new BasicLayer(new ActivationLinear(), false, $this->outputNeurons);
$network->addLayer($inputLayer);
$network->addLayer($outputLayer);
$network->getStructure()->finalizeStructure();
(new RangeRandomizer(-0.5, 0.5))->randomizeMLMethod($network);
return $network;
}
