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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
Define Measurement Bias in your own words.
💡 Hint: Think about how biases can emerge during model training.
Question 2
Easy
What is a Proxy Bias?
💡 Hint: Consider how indirect measures might mask real discrepancies.
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 is Measurement Bias?
💡 Hint: Think about how different definitions can alter data representations.
Question 2
True or False: Proxy Bias can occur even if sensitive variables are not included in the model.
- True
- False
💡 Hint: Consider how indirect associations can still influence outcomes.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Given a dataset that measures customer satisfaction based solely on online surveys, outline a plan to address possible Measurement Bias.
💡 Hint: Think about incorporating multiple perspectives to gather balanced data.
Question 2
Critically evaluate the implications of using proxy variables in AI models. How can they lead to unintended discrimination?
💡 Hint: Consider how proxies might oversimplify complex social issues.
Challenge and get performance evaluation