In this talk, we will explore how techniques from property testing and interactive proofs can be leveraged in quantum learning theory. Concretely, we will consider the following questions: How can we test the assumptions of quantum learning algorithms? How can we delegate quantum learning algorithms in a verifiable manner? And how can we certify the hypotheses produced by quantum learning algorithms?