Platform and Model Design for Responsible AI

Part 1: Risk Assessment Machine Learning Frameworks in a Global Landscape

This part provides a detailed introduction to the risks, threats, and challenges that machine learning models in production are vulnerable to. In this part, you will learn about different types of attacks that can be carried out by adversaries and the importance of protecting your models from such attacks. This part also covers the guidelines and standards set by different committees across the world, to facilitate various actions and initiatives at both a national and organizational level.

This part is made up of the following chapters:

• Chapter 1, Risks and Attacks on ML Models
• Chapter 2, The Emergence of Risk-Averse Methodologies and Frameworks
• Chapter 3, Regulations ...