Practice - Motivation and Importance
Practice Questions
Test your understanding with targeted questions
What is data leakage?
💡 Hint: Think about what could happen if sensitive data were exposed.
Name one attack that can compromise model privacy.
💡 Hint: Consider attacks that aim to infer original data.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is data leakage?
💡 Hint: Consider the risks involved when sensitive information is not protected.
True or False: Membership inference attacks aim to determine whether a data point was used in training.
💡 Hint: Remember the intent behind these types of attacks.
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Challenge Problems
Push your limits with advanced challenges
Analyze a recent data breach incident. Discuss the privacy implications and how the breach could have been prevented.
💡 Hint: Look for actual cases and consider both technical and ethical perspectives.
Consider a machine learning application handling sensitive user data. Develop a set of ethical guidelines that must be adhered to for preserving data privacy.
💡 Hint: Think about how you would ensure respect for individuals’ privacy.
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Reference links
Supplementary resources to enhance your learning experience.