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 Model Extraction Att 14 family of Defense Mechanisms - Detection of attack

11 of 14

11 of 14

Patented Protection Mechanism against Model Extraction Att 14 family of Defense Mechanisms - Detection of attack

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

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

Automatically move to the next video in the Classroom when playback concludes

  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

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.