Differential Privacy Parameters, Accounting and Auditing in Deep Learning and AI

blog.kjamistan.com

You've learned in the last few articles about how differential privacy works and some of the common pitfalls of actually using it in deep learning scenarios. In this article, you'll learn about tracking differential privacy: through parameter choice, accounting and auditing. If done well, these choices and methods reduce memorization …