How can MPC enable privacy-preserving collaborative AI training

Question

Can you tell me How can MPC enable privacy-preserving collaborative AI training?

Answer 1

You can use Multi-Party Computation (MPC) to enable multiple parties to collaboratively train AI models without exposing their private data to each other.

Here is the code snippet below:

In the above code we are using the following key points:

• Virtual machines to simulate separate data-owning entities

• PySyft's send method to keep data private during computation

• Federated secure aggregation using MPC primitives

Hence, MPC allows collaborative AI training while ensuring each party's data remains confidential.