3 ms·
Data leakage is an eval problem, not an accuracy problem. That is, the problem is not that the AI is wrong X% of the time. The problem is that, in the presence
by wavemode 1y ago
Data leakage is an eval problem, not an accuracy problem.
That is, the problem is not that the AI is wrong X% of the time. The problem is that, in the presence of a data leak, there is no way of knowing what the value of X even is.
This problem is recursive - in the presence of a data leak, you also cannot know for sure the quantity of data that has leaked.