Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does local interpretability mean?
💡 Hint: Think about what it means to understand a specific decision.
Question 2
Easy
Name one tool used for local interpretability.
💡 Hint: These tools make AI models more understandable.
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 local interpretability aim to achieve?
- Understanding overall model performance
- Explaining individual predictions
- Improving model accuracy
💡 Hint: Think about what 'local' means in this context.
Question 2
True or False: SHAP provides a way to assign contributions to model predictions based on game theory.
- True
- False
💡 Hint: Consider what SHAP stands for.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Given a healthcare AI model predicting patient diagnoses, design a workflow using LIME and SHAP to explain a specific prediction to a doctor. Discuss the benefits of each tool in this scenario.
💡 Hint: Think about how you'd communicate the AI's decision to someone without a technical background.
Question 2
Discuss the broader implications of local interpretability in AI for societal trust. Illustrate your answer with examples from finance or healthcare.
💡 Hint: Consider what could happen if people do not trust AI’s role in sensitive areas.
Challenge and get performance evaluation