Distribution ensemble is like having a group of friends that you can rely on to help you out. In math and computer science, a distribution ensemble is when you have a group of different statistical models that work together to give a better result than each model working alone. The models can be changed and combined in different ways, so that each model makes sure the others don't make too many mistakes. Working together, the group can give better predictions or results than any single model.