Practice LIME (Local Interpretable Model-agnostic Explanations) - 3.3.1 | Module 7: Advanced ML Topics & Ethical Considerations (Weeks 14) | Machine Learning
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3.3.1 - LIME (Local Interpretable Model-agnostic Explanations)

Learning

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is the primary function of LIME?

πŸ’‘ Hint: Think about the purpose of the term 'local' in LIME.

Question 2

Easy

Which type of insight does LIME focus on?

πŸ’‘ Hint: Consider if LIME explains broad trends or individual instances.

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 LIME stand for?

  • Local Interpreted Model Explanations
  • Local Interpretative Model-agnostic Explanations
  • Local Interpretable Model-agnostic Explanations

πŸ’‘ Hint: Focus on the meaning of 'model-agnostic' in the context.

Question 2

True or False: LIME can only explain linear models.

  • True
  • False

πŸ’‘ Hint: Remember its flexibility in application.

Solve 3 more questions and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Consider a complex AI model predicting loan approvals. Describe how LIME could be applied to understand a specific loan denial case and why this understanding is essential.

πŸ’‘ Hint: Think about the steps in LIME's methodology and the importance of each.

Question 2

In a setting where healthcare AI is used to predict patient outcomes, outline the ethical implications of using LIME to explain a critical intervention decision.

πŸ’‘ Hint: Reflect on both the transparency and responsibility aspects of using AI in healthcare.

Challenge and get performance evaluation