Ring HE, FedRAG, Netflix FL, & More Privacy-Preserving Applications on ⬥ SyftBox

In this packed Show & Tell session, we feature exciting demonstrations of privacy-preserving federated applications: 01:56 Ring HE Demo • Secure aggregation over the SyftBox network using homomorphic encryption • Demonstration of privacy-preserving circular computation protocol 28:46 FedRAG: Federated Retrieval Augmented Generation • Privacy-preserving search across distributed data • Local and cloud-based LLM integration (Llama & Gemini) • Homomorphic encryption for secure vector operations 46:38 Netflix Federated Learning App • Analysis of Netflix viewing history using differential privacy • Federated recommendation system using SVD • Privacy-enhanced analytics dashboard 58:29 Additional Project Updates • Novel approach to combining PHE schemes for complex operations • Updates on e-voting poll application with enhanced privacy features This session showcases the collaborative efforts of the SyftBox community in developing privacy-preserving applications and advancing federated learning technologies. Join our community: slack.openmined.org #federatedlearning #privacy #HomomorphicEncryption #machinelearning #opensource #SyftBox