Later, in Chapter 10, we shall check whether we can confidently claim there is a proper winner on any of these criteria, since the winning margins might be so small that it can be explained by chance variation – say in who happened to end up in the test and training set. This reflects a general concern that algorithms that win Kaggle competitions tend to be very complex in order to achieve that tiny final margin needed to win.