Privacy Challenges in Extreme Gradient Boosting
- by Ramnath Sai SagarEditor’s note: This article was originally published on Amazon Science Blog by Dr. Dimitar Jetchev, CTO of Inpher and Joan Feigenbaum, Amazon Scholar and the Grace Hopper Professor of Computer Science at Yale University Machine learning (ML) is increasingly important in a wide range of applications, including market forecasting, service personalization, voice and facial recognition, autonomous…
Ramnath Sai SagarHow to Build Machine Learning Models with Private Data Sources on AWS
- by Conor MoranThis article was originally published on AWS blogs by Conor Moran, Sr. Director, Business Development, Inpher.
AWS users occasionally need to perform analysis on data sources containing private or sensitive inputs. Inpher’s XOR Secret Computing Platform, available in AWS Marketplace, enables data scientists to train and run machine learning models while maintaining data privacy and without trading utility. Data analysis and machine learning performed by XOR can improve model performance with mathematically guaranteed data privacy while ensuring the data never leaves the data source.
Conor MoranInpher Wins Tech4Trust 2021 Startup Accelerator Program
- by Ramnath Sai SagarThis article was originally published on AWS blogs by Conor Moran, Sr. Director, Business Development, Inpher.
AWS users occasionally need to perform analysis on data sources containing private or sensitive inputs. Inpher’s XOR Secret Computing Platform, available in AWS Marketplace, enables data scientists to train and run machine learning models while maintaining data privacy and without trading utility. Data analysis and machine learning performed by XOR can improve model performance with mathematically guaranteed data privacy while ensuring the data never leaves the data source.
Ramnath Sai SagarEU and U.S. Policymakers Emphasize Privacy-Enhancing Technologies as a Shared Priority in 2021
- by Ramnath Sai SagarOnly two months into the year, 2021 has already laid a solid foundation of legislative and regulatory support for privacy-enhancing technologies. In Europe, the European Data Protection Board (EDPB)—which oversees the enforcement of the General Data Protection Regulation (GDPR)—and the European Union Agency for Cybersecurity (ENISA) have published technical guidance supporting Secure Multi-Party Computation as a…
Ramnath Sai Sagar