Uncertainty estimation for Classification task

Hi there,
Thanks for providing such a great repo!
@trivialfis
I am using XGBoost for a binary classification task, and I need an approach to calculate uncertainty estimations.
I saw an issue about uncertainty estimation for regression, and I was wondering if there would be any idea for calculating that for a classification task as well.

Any help is highly appreciated!