Practice Additive Feature Attribution (3.3.2.1.3) - Advanced ML Topics & Ethical Considerations (Weeks 14)
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Additive Feature Attribution

Practice - Additive Feature Attribution

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is SHAP and what does it stand for?

💡 Hint: Think about the role of Shapley in cooperative game theory.

Question 2 Easy

How does SHAP assign contributions to features?

💡 Hint: Consider the analogy of team players contributing to a win.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does SHAP stand for?

SHapley Additive Explanation
SHapley Additive exPlanations
SHapley AI Predictive

💡 Hint: Remember the cooperative game theory concept!

Question 2

Are SHAP values additive?

True
False

💡 Hint: Think of how team contributions add up to the final score in a game.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Analyze how SHAP can identify bias in a medical diagnosis model trained on historical data. Describe the process step-by-step.

💡 Hint: Consider how historical data can introduce bias.

Challenge 2 Hard

Design a strategy using SHAP to ensure an AI hiring tool is fair and unbiased. Include steps for implementation and monitoring.

💡 Hint: Think about how feature assessment can prompt ethical adjustments.

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