Comment by tysam_and

Yes! This is a consequence of empirical risk minimization via maximum likelihood estimation. To have a model not reproduce the density of data it trained on would be like trying to get a horse and buggy to work well at speed, "now just without the wheels this time". It would generally not necessarily go all that well, I think! :'D