Practice - How it Works (Conceptual Mechanism) - 3.3.2.1
Practice Questions
Test your understanding with targeted questions
What does the acronym LIME stand for?
💡 Hint: Think of it as how we explain models locally.
What does SHAP leverage from game theory?
💡 Hint: Consider how players contribute to a game's outcome.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What is the primary purpose of LIME?
💡 Hint: Remember, it's about clarifying individual outcomes.
True or False: SHAP provides both local and global explanations for model predictions.
💡 Hint: Think about how fair attribution works in different contexts.
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Challenge Problems
Push your limits with advanced challenges
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.
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.
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Reference links
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