Fighting New Era Bandits Who Are Plundering Your AI - ML Application

Fighting New Era Bandits Who Are Plundering Your AI - ML Application

RSA Conference via YouTube Direct link

Patented Protection Mechanism against MEA AlShield Tool Demo

13 of 14

13 of 14

Patented Protection Mechanism against MEA AlShield Tool Demo

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Classroom Contents

Fighting New Era Bandits Who Are Plundering Your AI - ML Application

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

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