applied-ml
applied-ml copied to clipboard
privacy preserving machine learning
It would be great if we can add a privacy-preserving machine learning section as well.
Sounds good! Contributions welcome
Here's two of the better cited papers in this area, and one book:
- Practical Secure Aggregation for Privacy-Preserving Machine Learning by Bonawitz, et al, 2017
- Deep Learning with Differential Privacy by Abadi, et al, 2016
- The Algorithmic Foundations of Differential Privacy by Dwork and Roth, 2014
Forgot, this is a good survey of differential privacy and machine learning Differential Privacy and Machine Learning: a Survey and Review by Ji, Lipton, and Elkan, 2014