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Classroom Contents
Practical AI Red Teaming - A Facial Recognition Case Study
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- 1 Intro
- 2 Alex Polyakov
- 3 Adverse AI
- 4 Agenda
- 5 Why Secure AI
- 6 Confidentiality Integrity Availability
- 7 AI Applications
- 8 Who is affected
- 9 History of AI attacks
- 10 Top 10 AI attacks
- 11 Real applications
- 12 Real attacks
- 13 AI Red Teaming
- 14 Report
- 15 Air teaming
- 16 Problem
- 17 Attack Goal
- 18 Attack Form
- 19 Attack Actor
- 20 Attack Conditions
- 21 Attack Methods
- 22 Success Criteria
- 23 Results
- 24 Home Task
- 25 Digital Attack
- 26 Physical Facial Recognition
- 27 Goals
- 28 Existing research
- 29 Why test in the real environment
- 30 Device features
- 31 Approaches
- 32 Tricks
- 33 Example
- 34 Result
- 35 Defenses
- 36 The biggest problem
- 37 Highlevel approaches
- 38 Secure AI lifecycle
- 39 Next steps
- 40 Conclusion
