Practice Post-Hoc - 2.4 | Explainable AI (XAI) and Model Interpretability | Artificial Intelligence Advance
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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 a tool that helps explain individual predictions.

Question 2

Easy

Name one industry where post-hoc methods are important.

💡 Hint: Consider areas where decisions impact lives.

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 the acronym LIME represent?

  • Large Interpretative Model Explanations
  • Local Interpretable Model-agnostic Explanations
  • Lasting Interpretation of Machine Events

💡 Hint: Focus on individual predictions.

Question 2

True or False: SHAP is based on game theory principles.

  • True
  • False

💡 Hint: Recall how features contribute to predictions like players do in a game.

Solve 1 more question and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Design a scenario where LIME could significantly impact a medical diagnosis AI's acceptance in a hospital. What are the factors to consider?

💡 Hint: Think about the implications of healthcare decisions.

Question 2

Assess the implications of using SHAP on a credit scoring model. What ethical considerations might arise?

💡 Hint: Analyze how data representation impacts outcomes.

Challenge and get performance evaluation