Practice Shap (shapley Additive Explanations) (3.3.2) - Advanced ML Topics & Ethical Considerations (Weeks 14)
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SHAP (SHapley Additive exPlanations)

Practice - SHAP (SHapley Additive exPlanations)

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does SHAP stand for?

💡 Hint: Think about Shapley values.

Question 2 Easy

What are local explanations in SHAP?

💡 Hint: Consider how individual instances are understood.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does SHAP stand for?

SHapley Additive exPlanations
Simple Height Adjustment Process
Statistical Heterogeneity Attributed Predictors

💡 Hint: Focus on game theory concepts.

Question 2

True or False: SHAP only provides local explanations for predictions.

True
False

💡 Hint: Consider whether SHAP is dual-purpose.

2 more questions available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

How would you leverage SHAP in a healthcare application to minimize bias in AI diagnostics?

💡 Hint: Consider how understanding contributions can help treat data unevenness.

Challenge 2 Hard

Discuss the implications of SHAP when applied to a financial loan approval process. How would it address concerns about discrimination?

💡 Hint: Focus on equity in financial forecasting.

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Reference links

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