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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is differential privacy?
π‘ Hint: Think about the impact of individual data points.
Question 2
Easy
Name one advantage of federated learning.
π‘ Hint: Consider privacy implications.
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What does differential privacy ensure?
π‘ Hint: Think about the definition of differential privacy.
Question 2
True or False: Federated learning requires centralizing all data on a server.
π‘ Hint: Consider the core principal of federated learning.
Solve 3 more questions and get performance evaluation
Push your limits with challenges.
Question 1
Design an experiment that tests the robustness of a machine learning model against adversarial attacks. What would be your metrics for success?
π‘ Hint: Consider various attack types and their impact on output.
Question 2
Analyze the trade-offs between privacy and utility in a machine learning context. What strategies could be employed to balance both?
π‘ Hint: Think about methods that can increase privacy without crippling performance.
Challenge and get performance evaluation