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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
Define LIME in your own words.
💡 Hint: Think about how changing inputs could impact outputs in a model.
Question 2
Easy
What does perturbation mean in the context of LIME?
💡 Hint: What happens to the input data when it’s slightly altered?
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 does LIME stand for?
- Local Interpretable and Model-agnostic Explanations
- Local Interpretive Model-agnostic Explanations
- Local Interpretable Model-agnostic Explanations
💡 Hint: Look for words emphasizing individual understanding and flexibility.
Question 2
True or False: LIME can only be used with decision trees.
- True
- False
💡 Hint: Consider whether the method is restricted to one type of model.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Consider a dermatology AI that predicts skin conditions. You’re tasked with explaining a prediction using LIME. Discuss how you would approach input perturbation and the criteria for selecting which features to manipulate.
💡 Hint: Think about what aspects of skin conditions matter most in evaluation.
Question 2
You have a language model predicting sentiment. Explain how you would use LIME to gain insights about a specific negative review, detailing the steps taken.
💡 Hint: What specific words or phrases affect sentiment significantly?
Challenge and get performance evaluation