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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: Think about what LIME does to explain predictions.
Question 2
Easy
What is the main benefit of SHAP?
💡 Hint: Consider how SHAP relates to contributions in a game.
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 goal of Explainable AI (XAI)?
- To make decisions faster
- To ensure model interpretability
- To reduce data requirements
💡 Hint: Think about why users and stakeholders care about AI decisions.
Question 2
True or False: SHAP only provides local explanations.
- True
- False
💡 Hint: Consider the types of insights SHAP can provide.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Develop a scenario in which an XAI method could help resolve a dispute about an AI model's prediction. What factors would you consider when choosing between LIME and SHAP?
💡 Hint: Think about the requirements for transparency in the situation.
Question 2
Evaluate potential limitations of LIME and how they could affect the explanations provided. In what circumstances might this limit decision-making?
💡 Hint: Consider how interactions might influence outcomes in decisions.
Challenge and get performance evaluation