"training dataset includes several thousand anonymized patients and will be made available"

That seems like an awfully small dataset. It also doesn't look like it is limited to one disease which would make the search space enormous especially if all the patients didn't have the same labs drawn!

If it was completely standardized data several thousand may be sufficient to train, but I think they are looking for something more 'magic' than that.