Privacy-Preserving Machine Learning

Learning Differentially Private Recurrent Language Models

Authors: H. Brendan McMahan, Daniel Ramage, Kunal Talwar, Li Zhang | Published: 2017-10-18 | Updated: 2018-02-24
Privacy-Preserving Machine Learning
Differential Privacy
Deep Learning

Differentially Private Query Learning: from Data Publishing to Model Publishing

Authors: Tianqing Zhu, Ping Xiong, Gang Li, Wanlei Zhou, Philip S. Yu | Published: 2017-10-13
Data Privacy Assessment
Privacy-Preserving Machine Learning
Differential Privacy

On the Protection of Private Information in Machine Learning Systems: Two Recent Approaches

Authors: Martín Abadi, Úlfar Erlingsson, Ian Goodfellow, H. Brendan McMahan, Ilya Mironov, Nicolas Papernot, Kunal Talwar, Li Zhang | Published: 2017-08-26
Data Privacy Management
Privacy-Preserving Machine Learning
Differential Privacy