Practice - Two Prominent and Widely Used XAI Techniques (Conceptual Overview)
Practice Questions
Test your understanding with targeted questions
What does LIME stand for?
💡 Hint: The acronym focuses on interpretability.
What is the core function of SHAP?
💡 Hint: It uses a concept from game theory.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the primary goal of Explainable AI?
💡 Hint: Consider why we need transparency in AI.
True or False: LIME can only be used with linear models.
💡 Hint: Think about LIME's versatility.
1 more question available
Challenge Problems
Push your limits with advanced challenges
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.
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.
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Reference links
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