Illuminating Dark Data: Privacy-Preserving AI in Distributed Data Silos
Presented by Sikha
Sikha’s research interests lie in the field of responsible AI. Her current research focuses on privacy preserving synthetic data generation with secure multiparty computation. She is also a recipient of the JPMorgan Fellowship.
Abstract
Data is the lifeblood of AI. However, much of the most valuable data in the nation requires tight access control due to its sensitivity. As a result, AI remains heavily underutilized in some of the most important domains, including healthcare and genomics. In this talk, Sikha will discuss promising solutions to overcome this data bottleneck while safeguarding privacy. She will share insights into ongoing research on cryptographic techniques and the generation of synthetic data using the National AI Research Resource (NAIRR).