Deep Learning with Yacine on MSN

How to Structure Machine Learning Projects for Production

Learn best practices for structuring machine learning projects to ensure smooth deployment and maintainable code. This guide ...
IEEE

Private Sample Alignment for Vertical Federated Learning: An Efficient and Reliable Realization

Abstract: Sample alignment is recognized as a vital component of vertical federated learning, which facilitates the integration of differential samples and high-quality model training. In this trend, ...
IEEE

Local Differential Privacy Is Not Enough: A Sample Reconstruction Attack Against Federated Learning With Local Differential Privacy

Abstract: Reconstruction attacks against federated learning (FL) aim to reconstruct users’ samples through users’ uploaded gradients. Local differential privacy (LDP) is regarded as an effective ...