What is zero knowledge machine learning?

Could you please elaborate on the concept of "zero knowledge machine learning"? How does it differ from traditional machine learning methods? What are the potential benefits and drawbacks of adopting this approach? Additionally, could you provide some real-world examples or use cases where zero knowledge machine learning might be particularly advantageous?