Enriching behavioral ecology with reinforcement learning methods

•Biologists use dynamic programming to study state-dependent decision problems.•These methods cannot feasibly address problems that involve very large state spaces.•They also require that the modeler knows the transition and reward probabilities.•Reinforcement learning methods are able to handle such problems.•They may also provide insight into function and mechanism.