Practice Local Explanations (3.2.1) - Advanced ML Topics & Ethical Considerations (Weeks 14)
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Local Explanations

Practice - Local Explanations

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does LIME stand for?

💡 Hint: Look for a technique that explains individual predictions.

Question 2 Easy

Why are local explanations important in AI?

💡 Hint: Think about user trust in sensitive applications.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the primary goal of local explanations in AI?

To increase model accuracy
To clarify individual predictions
To reduce data requirements

💡 Hint: Consider the purpose behind explaining predictions.

Question 2

True or False: LIME can be applied to any machine learning model regardless of its type.

True
False

💡 Hint: Think about the versatility of LIME.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Discuss how using LIME in a healthcare AI might change how a doctor interacts with AI-generated diagnoses. What potential ethical considerations arise?

💡 Hint: Think about shifts in responsibility and patient trust.

Challenge 2 Hard

Compare how local and global explanations differ in their approach to interpretability using a practical example.

💡 Hint: Consider the scale at which each operates.

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Reference links

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