Practice - Interpretability Tools (Qualitative Insights)
Practice Questions
Test your understanding with targeted questions
What does LIME stand for?
💡 Hint: Think about the features of LIME.
What is the main purpose of SHAP?
💡 Hint: Think about the role of game theory in SHAP.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What is the main goal of interpretability in AI?
💡 Hint: Think about why designers of AI would want transparency.
True or False: SHAP provides a model-agnostic explanation for all predictions.
💡 Hint: Consider what model-agnostic means.
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Challenge Problems
Push your limits with advanced challenges
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.
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.
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Reference links
Supplementary resources to enhance your learning experience.