Practice Popular Xai Tools And Techniques (3) - Explainable AI (XAI) and Model Interpretability

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9 questions

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4 cards from this section. Quick, good the night before a test.
Exercise
6 questions · about 4 min · pass mark 70%. Hints available.
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Quiz
3 questions · about 2 min · pass mark 70%. Hints available.
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6 sample questions

Question 1.
What does LIME stand for?
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Think about the explanation of individual predictions.
Question 2.
What is the purpose of SHAP values?
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Consider contributions like a game.
3Question 3.
What does LIME help explain?
- Model performance
- Individual predictions
- Feature engineering
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It has 'local' in its name.
4Question 4.
True or False: SHAP values are based on average contributions of features.
- True
- False
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Think of fair play in games.
Question 5.
Create a scenario where LIME is used to explain a medical diagnosis prediction. What steps would you take to interpret the result?
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Think about the patient factors and features that are crucial.
Question 6.
Compare the applications of SHAP and PDP in a loan approval model. When would you use each method?
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Consider one as individual insights and the other as overall trends.

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