Practice How It Works (conceptual Mechanism) (3.3.1.1) - Advanced ML Topics & Ethical Considerations (Weeks 14)
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How it Works (Conceptual Mechanism)

Practice - How it Works (Conceptual Mechanism) - 3.3.1.1

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does LIME stand for?

💡 Hint: Think about what LIME does to explain predictions.

Question 2 Easy

What is the main benefit of SHAP?

💡 Hint: Consider how SHAP relates to contributions in a game.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the main goal of Explainable AI (XAI)?

To make decisions faster
To ensure model interpretability
To reduce data requirements

💡 Hint: Think about why users and stakeholders care about AI decisions.

Question 2

True or False: SHAP only provides local explanations.

True
False

💡 Hint: Consider the types of insights SHAP can provide.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Develop a scenario in which an XAI method could help resolve a dispute about an AI model's prediction. What factors would you consider when choosing between LIME and SHAP?

💡 Hint: Think about the requirements for transparency in the situation.

Challenge 2 Hard

Evaluate potential limitations of LIME and how they could affect the explanations provided. In what circumstances might this limit decision-making?

💡 Hint: Consider how interactions might influence outcomes in decisions.

Get performance evaluation

Reference links

Supplementary resources to enhance your learning experience.