Table of Contents
Prefacexix
Part 1: Risk Assessment Machine Learning Frameworks in a Global Landscape
1
Risks and Attacks on ML Models3
Technical requirements3
Discovering risk elements4
Strategy risk5
Financial risk6
Technical risk6
People and processes risk7
Trust and explainability risk7
Compliance and regulatory risk8
Exploring risk mitigation strategies with vision, strategy, planning, and metrics8
Defining a structured risk identification process9
Enterprise-wide controls9
Micro-risk management and the reinforcement of controls9
Assessing potential impact and loss due to attacks23
Discovering different types of attacks25
Data phishing privacy attacks26
Poisoning attacks27
Evasion attacks27
Model stealing/extraction30
Perturbation attacks31 ...
Get Platform and Model Design for Responsible AI now with the O’Reilly learning platform.
O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.
