#Differential Privacy

2 articles tagged with Differential Privacy

Differentially Private Synthetic Tabular Data: Generating HIPAA-Safe Health Records

An enterprise data science architecture guide to generating synthetic tabular datasets with strict Differential Privacy guarantees. We dissect DP-CTGAN, Private-PGM marginal distributions, Renyi Differential Privacy accounting, and sharing compliant healthcare data.

9/2/202624 min read

On-Device Federated Learning with Differential Privacy on iOS and Android

An enterprise privacy-preserving AI architecture guide. We analyze FedAvg gradient aggregation, Gaussian differential privacy noise injection, Secure Enclave local training, and training mobile ML models without centralizing user data.

9/2/202624 min read