Statistics

Empirically evaluating privacy in machine learning III: functional & gaussian differential privacy

The third in a series of blog posts on machine learning and privacy: why functional differential privacy is useful for auditing privacy in machine learning.

Empirically evaluating privacy in machine learning II: Hypothesis testing

The second in a series of blog posts on machine learning and privacy: Using statistics to think like a hacker, so we can avoid them!

Empirically evaluating privacy in machine learning I: Introduction

The first in a series of blog posts on machine learning and privacy.