Practice Consider Inherent Trade-offs And Unintended Consequences (4.1.6) - Advanced ML Topics & Ethical Considerations (Weeks 14)
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Consider Inherent Trade-offs and Unintended Consequences

Practice - Consider Inherent Trade-offs and Unintended Consequences

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is historical bias in machine learning?

💡 Hint: Think about how past societal norms affect current decision-making.

Question 2 Easy

Name one principle of ethical AI development.

💡 Hint: These principles help guide the ethical deployment of AI.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What term describes systematic unfairness in AI?

Fairness
Bias
Accountability

💡 Hint: Think about what can lead to unfair treatment in AI decisions.

Question 2

True or False: Transparency is unnecessary for AI public trust.

True
False

💡 Hint: Why is understanding behind AI decisions significant?

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Analyze how implementing differential privacy in a machine learning model can help mitigate bias while maintaining model performance.

💡 Hint: Consider how distortion of data affects learning without losing valuable patterns.

Challenge 2 Hard

Examine the implications of using biased historical recruiting data in a hiring algorithm. Propose a multi-faceted solution to ensure fairness.

💡 Hint: What steps can improve both data quality and recruitment processes?

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Reference links

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