You can split it into training, validation, and test sets if you have enough data. Then, the validation set would be used for the training. Presumably by using

You can split it into training, validation, and test sets if you have enough data. Then, the validation set would be used for the training. Presumably by using a genetic algorithm, he isn't going for a perfect fit, which may help avoid overfitting.