Hyperband is a hyperparameter optimization algorithm that improves efficiency by dynamically allocating computational resources. It is based on the Successive Halving Algorithm (SHA) but introduces an adaptive mechanism to balance exploration (trying many configurations) and exploitation (allocating resources to promising candidates).