from Huishuai Zhang, Wei Chen.Privacy in learning: Basics and the interplay.ICML tutorial slides.2021

Core Principle

How to protect privacy

FL

Confidential computing

Possible leakage

How to defend — DP

Private machine learning

Ways to improve private machine learning