Overview Colearning in the expert setting is explored by examining the problem setting and running experiments. Implementations of a variety of existing algorithms from the static and shifting experts framework of Bousquet and Warmuth [2], an adaptation developed by Abernethy, Bartlett and Rakhlin [6] designed to mix weights over tasks, and an ad-hoc task frequency based mixing algorithm are us...