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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 features of LIME.
Question 2
Easy
What is the main purpose of SHAP?
💡 Hint: Think about the role of game theory in SHAP.
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 interpretability in AI?
- To improve accuracy
- To explain decision-making processes
- To reduce data size
💡 Hint: Think about why designers of AI would want transparency.
Question 2
True or False: SHAP provides a model-agnostic explanation for all predictions.
- True
- False
💡 Hint: Consider what model-agnostic means.
Solve and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
How would you apply LIME to understand a prediction made by a credit scoring model? Detail the steps.
💡 Hint: Consider how altering features might change a model's output.
Question 2
Discuss the implications of not using interpretability tools like LIME and SHAP in high-stakes domains.
💡 Hint: Think about the consequences in sectors like healthcare or criminal justice.
Challenge and get performance evaluation