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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does the acronym LIME stand for?
💡 Hint: Think of it as how we explain models locally.
Question 2
Easy
What does SHAP leverage from game theory?
💡 Hint: Consider how players contribute to a game's outcome.
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 purpose of LIME?
- To explain local predictions
- To measure accuracy
- To compare multiple models
💡 Hint: Remember, it's about clarifying individual outcomes.
Question 2
True or False: SHAP provides both local and global explanations for model predictions.
- True
- False
💡 Hint: Think about how fair attribution works in different contexts.
Solve and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Consider a loan approval model that uses LIME. Outline how you would demonstrate the bias in its predictions by comparing perturbed versions of applications.
💡 Hint: Think about how an attribute change could pivot results.
Question 2
In a study utilizing SHAP, analyze how an AI image classifier assigns varying importance to features in determining whether an image is a cat or dog. Discuss the implications of this understanding.
💡 Hint: Become familiar with how pixels in different images might lead to different SHAP values.
Challenge and get performance evaluation