No single science of learning is sufficient. Neuroscience can tell you which circuits activate — but not whether the experience is meaningful to the person having it.
Psychology can model cognitive development — but not the information geometry of how conceptual space is structured. Philosophy can ask what knowledge is — but not how to build a system that reliably produces it at scale.