Security, privacy, and cryptography
Microsoft Research Blog
Privacy Preserving Machine Learning: Maintaining confidentiality and preserving trust
Machine learning (ML) offers tremendous opportunities to increase productivity. However, ML systems are only as good as the quality of the data that informs the training of ML models. And training ML models requires a…
Group
Privacy Preserving Machine Learning Innovation
Recent research has shown that deploying ML models can, in some cases, implicate privacy in unexpected ways. For example, pretrained public language models that are fine-tuned on private data can be misused to recover private information…