Explore defensive strategies against adversarial model attacks in this 43-minute conference talk by IBM experts Animesh Singh and Andrew Butler. Delve into the vision for Trusted AI, understand various adversarial threats, and learn how to leverage Kubeflow and Kubeflow pipelines for robust model protection. Gain insights into the Square Attack technique, examine key parameters, and witness practical demonstrations of explainer flows. Discover the importance of building adversarial teams and acquire valuable contact information for further inquiries on enhancing AI model security.
Defending Against Adversarial Model Attacks Using Kubeflow
Overview
Syllabus
Introduction
Presentation
Vision for Trusted AI
Adversarial Threats
Art and Practice
Kubeflow
Kubeflow pipelines
Square Attack
Parameters
Explainer Spec
Explainer Flow
Explainer Demo
Adversarial Team
Contact Information
Conclusion
Taught by
Linux Foundation
