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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does Ξ΅ represent in the context of differential privacy?
π‘ Hint: Think about how changes in data affect model behavior.
Question 2
Easy
What does Ξ΄ indicate in differential privacy?
π‘ Hint: Consider this as an allowance for some acceptable risk.
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 differential privacy?
- Weaker privacy
- Stronger privacy
- No effect on privacy
π‘ Hint: Remember, less Ξ΅ equals more privacy.
Question 2
True or False: Delta (Ξ΄) in differential privacy allows for a margin of error.
- True
- False
π‘ Hint: Think about the margin of error in various settings.
Solve 2 more questions and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Design a machine learning model that uses differential privacy with specific Ξ΅ and Ξ΄ values. Discuss the implications of the chosen values on model performance and privacy.
π‘ Hint: Relate how the choice of Ξ΅ and Ξ΄ affects real user data.
Question 2
Analyze a dataset subjected to membership inference attacks. What strategies would you employ to assess and improve its resilience against these attacks?
π‘ Hint: Consider using augmented data obfuscation techniques.
Challenge and get performance evaluation