Tuning hyperparams fast with Hyperband

Hyperband is a method for tuning iterative algorithms. It uses random sampling and attempts to gain the edge by using time spent optimizing in the best way. We explain a few things that were not clear to us right away, and try the algorithm in practice. Come back later for la version final. For us, the name conjures an idea of some fancy topological construct.