Practice - Subgroup Performance Analysis
Practice Questions
Test your understanding with targeted questions
What is subgroup performance analysis?
💡 Hint: Focus on demographic groups in your response.
Define bias in the context of AI.
💡 Hint: It relates to fairness in model predictions.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
Why is it important to analyze performance metrics for subgroups?
💡 Hint: Consider which answers relate to equitable outcomes.
True or False: Subgroup performance analysis can reveal biases not evident in overall model accuracy.
💡 Hint: Think about how different groups may be affected.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Given an AI model for loan predictions, how would you approach modifying the model if you find it disproportionately denying loans to applicants from specific demographics, despite high overall accuracy?
💡 Hint: Think about the entire model lifecycle - from data collection to deployment.
Critically analyze an AI model used for hiring that shows a high accuracy rate but poor performance on female applicants. What steps would you suggest to improve its fairness?
💡 Hint: Consider how different aspects of the model can contribute to these performance disparities.
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Reference links
Supplementary resources to enhance your learning experience.