Fighting New Era Bandits Who Are Plundering Your AI - ML Application
Explore techniques used by adversaries to steal or extract valuable AI/ML models without breaching system security in this 54-minute webcast from RSA Conference. Dive into real-life practical examples and implications of these threats for enterprises, presented by Manojkumar Parmar, Program Director at Robert Bosch Engineering and Business Solutions Private Limited. Learn about query-response mechanism attacks and other clever methods employed by new-era bandits. Discover active and passive detection measures and defenses to protect AI/ML models. Gain insights into security threats across the AIOT cycle, model extraction attacks, and their taxonomy. Examine industry-level threats to AI investment, including the CVE-2019-20634 ProofPoint Evasion example. Understand the technical aspects of attack vectors and results from real environments, including stealing ML models from Web APIs. Explore patented protection mechanisms against model extraction attacks, including a 14-family defense mechanism and the AlShield Tool. Conclude with prioritization strategies using simplified scenario planning to understand future critical assumptions in AI/ML security. Read more