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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 how we can analyze data while keeping individual identities safe.
Question 2
Easy
Define federated learning in simple terms.
π‘ Hint: Consider how smartphones might use this to enhance features.
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 how we want to analyze data without exposing every individual.
Question 2
True or false: Federated learning requires centralizing all training data.
π‘ Hint: Consider where the data actually resides in this method.
Solve 1 more question and get performance evaluation
Push your limits with challenges.
Question 1
Design a secure AI system for personal health data that uses both federated learning and differential privacy techniques. Outline the mechanism and discuss potential challenges.
π‘ Hint: Think about how to balance security with learning effectively.
Question 2
Critically analyze the implications of not using privacy-preserving techniques in AI applications, using case studies from healthcare or finance sectors.
π‘ Hint: Reflect on recent news articles about data breaches affecting trust.
Challenge and get performance evaluation