Question: is xgboost a black box model?
Answer: xGboost is not entirely a black box. There is pretty good interpret ability in terms of how the learning rate/shrinkage works. The difficulty in interpretation comes along with use of trees. But that is also well explained through how random forest uses voting to arrive at the classification for each observation.