Federated Learning Collaboration Platform API

Design a PHP-based API framework for federated learning in educational research, allowing institutions to collaboratively train machine learning models without directly sharing raw student data. Develop secure, privacy-preserving endpoints that can aggregate model updates, validate computational results, and maintain strict data sovereignty. Implement advanced cryptographic techniques like homomorphic encryption and differential privacy to protect individual student information during collaborative model training.