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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does Ξ΅ represent in differential privacy?
π‘ Hint: Think about the level of information exposure.
Question 2
Easy
What is empirical attack success rate?
π‘ Hint: Consider how attackers might test their hypotheses.
Practice 4 more questions and get performance evaluation
Interactive Quizzes
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What does a smaller Ξ΅ indicate in terms of model privacy?
- Stronger privacy
- Weaker privacy
- No effect on privacy
π‘ Hint: Think about the relationship between Ξ΅ and privacy.
Question 2
True or False: Higher empirical attack success rates indicate a stronger privacy model.
- True
- False
π‘ Hint: Consider what success means for attackers.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Design an evaluation framework that balances Ξ΅ and Ξ΄ for a proposed ML model on sensitive data. Discuss the implications of your chosen values.
π‘ Hint: Consider real-world applications while designing.
Question 2
Analyze a model with clean accuracy of 95% and robust accuracy of 60%. Discuss potential improvements to enhance robustness.
π‘ Hint: Think about the methods we discussed on boosting robustness.
Challenge and get performance evaluation