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Model Extraction Attacks - Results from Real Enviornment Stealing ML models from Web APIs
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Classroom Contents
Fighting New Era Bandits Who Are Plundering Your AI - ML Application
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- 1 Intro
- 2 Session Outline Agenda
- 3 Security Threats across AIOT Cycle
- 4 Internal Experiment: Stealing/Extracting Al Model (1/2)
- 5 Data is no more oil: Model Extraction Attacks Industry Level Threat to Al Investment
- 6 Model Extraction Attacks - Taxonomy Exponential Growth in Attack Surface and types
- 7 CVE-2019-20634: ProofPoint Evasion Real life example
- 8 Technical Deep Dive : Attack Vectors & Results
- 9 Model Extraction Attacks - Results from Real Enviornment Stealing ML models from Web APIs
- 10 Internal Experiment: Example Kill chain Leveraging MEA Evading Person Detection - Intelligent Security Camera System
- 11 Patented Protection Mechanism against Model Extraction Att 14 family of Defense Mechanisms - Detection of attack
- 12 Patented Protection Mechanism Performance Active Defense: Detection + Action (Class Swap)
- 13 Patented Protection Mechanism against MEA AlShield Tool Demo
- 14 Prioritization with Simplified Scenario Planning Understand future with critical assumptions Critical Assumption
