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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does LIME stand for?
💡 Hint: The acronym focuses on interpretability.
Question 2
Easy
What is the core function of SHAP?
💡 Hint: It uses a concept from game theory.
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 primary goal of Explainable AI?
- To maximize accuracy
- To make AI decisions understandable
- To reduce computational cost
💡 Hint: Consider why we need transparency in AI.
Question 2
True or False: LIME can only be used with linear models.
- True
- False
💡 Hint: Think about LIME's versatility.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
You are developing a healthcare AI system to predict diseases. How would you implement LIME to explain why a particular patient was flagged for further investigation?
💡 Hint: Focus on how varied individual inputs can showcase model behavior.
Question 2
Calculate and compare the SHAP values for two patients in a credit scoring model. Patient A has high income but a recent default, and Patient B has moderate income with a clean history. Discuss interpretation.
💡 Hint: Consider how interactions between features could affect outcomes.
Challenge and get performance evaluation