Practice - Popular XAI Tools and Techniques
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Practice Questions
Test your understanding with targeted questions
What does LIME stand for?
💡 Hint: Think about the explanation of individual predictions.
What is the purpose of SHAP values?
💡 Hint: Consider contributions like a game.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What does LIME help explain?
💡 Hint: It has 'local' in its name.
True or False: SHAP values are based on average contributions of features.
💡 Hint: Think of fair play in games.
1 more question available
Challenge Problems
Push your limits with advanced challenges
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.
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.
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