Why neural networks does not use all observations available?

[sbxkoenk]

Hello,

This is a bit too brief in terms of the question.
What exactly do you observe?
Are you talking about the data splitting (train set + validation set + test set)?
Are you talking about missing values (which you can always impute)?

Thanks,

Koen