Demystifying AI for the Enterprise

Chapter 10 AI and Corporate Social Responsibility

Edward Dixon

UCSF Center for Digital Health Innovation

Lisa Thee

Oii Incorporated

Bob Rogers

UCSF Center for Digital Health Innovation

Oii Incorporated

Harvard University IACS

DOI: 10.4324/9781351032940-10

Contents

1. Introduction
2. Things That Keep Us Up At Night
   • Privacy
   • The Surveillance Society
   • Technology That Helps Protect Our Privacy
   • Federated Learning
   • Differential Privacy
   • Inference Privacy
   • Keeping Your Model Private
   • Privacy-Preserving Machine Learning in Practice and Business
   • Bias
   • Transparency, Explainability, and Interpretability in AI
     • Questions About Algorithms
     • Questions about processes
     • Can We Trust this Algorithm’s Output?
     • The Algorithm made a Mistake. What Can We Do to Fix It?
     • Someone ...