The Top 10 Risks of Machine Learning Security
Gary McGraw, Richie Bonett, Victor Shepardson, Harold Figueroa
Abstract
Our recent architectural risk analysis of machine learning systems identified 78 particular risks associated with nine specific components found in most machine learning systems. In this article, we describe and discuss the 10 most important security risks of those 78.
Topics & Concepts
Computer scienceComputer securityMachine learningRisk analysis (engineering)Artificial intelligenceSoftware engineeringMedicineAdversarial Robustness in Machine LearningPrivacy-Preserving Technologies in DataEthics and Social Impacts of AI