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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What are counterfactual explanations?
💡 Hint: Think of the 'what if' scenarios.
Question 2
Easy
Why are counterfactual explanations important?
💡 Hint: Consider their role in understanding decisions.
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 the main purpose of counterfactual explanations?
- To change model architecture
- To analyze changes in outcomes
- To enhance computational speed
💡 Hint: Focus on the 'what if' aspect.
Question 2
True or False: Counterfactuals can help in identifying bias in AI models.
- True
- False
💡 Hint: Reflect on fairness and accuracy.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Design a counterfactual scenario for a hiring algorithm to understand how various qualifications affect hiring decisions.
💡 Hint: Focus on individual qualifications adjustments.
Question 2
Critique the role of counterfactual explanations in addressing bias in AI systems. Provide examples.
💡 Hint: Consider real-world applications such as credit scoring.
Challenge and get performance evaluation