The word learning can describe classrooms, animal behavior, or gradient-descent code. What do we gain by using the same name for such different cases? I am interested in the hypothesis that learning systems—biological or artificial—can serve as useful models of one another because they share overarching principles such as multiplicity of solutions, low-rank perturbations, and more.