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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 the explanation of individual predictions.
Question 2
Easy
What is the purpose of SHAP values?
💡 Hint: Consider contributions like 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 does LIME help explain?
- Model performance
- Individual predictions
- Feature engineering
💡 Hint: It has 'local' in its name.
Question 2
True or False: SHAP values are based on average contributions of features.
- True
- False
💡 Hint: Think of fair play in games.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Create a scenario where LIME is used to explain a medical diagnosis prediction. What steps would you take to interpret the result?
💡 Hint: Think about the patient factors and features that are crucial.
Question 2
Compare the applications of SHAP and PDP in a loan approval model. When would you use each method?
💡 Hint: Consider one as individual insights and the other as overall trends.
Challenge and get performance evaluation