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Listening Quiz: Giải Thích Các Công Cụ Diễn Giải Mô Hình Cho Các Bên Liên Quan – Advanced Level
Th10 14, 2024
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bởi
Anna Phạm
trong
Tiếng Anh dành cho Nhà khoa học dữ liệu (English for Data Scientist)
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1.
What is the main purpose of Anna and Paul’s discussion?
To compare different machine learning algorithms
To decide which stakeholders should use the model
To discuss how to collect more training data
To explain tools that help make model predictions easier to understand
Explanation:
They discuss SHAP and LIME as ways to explain model decisions and help stakeholders understand why the model predicts certain outcomes.
2.
According to Anna, what does SHAP do?
It predicts the next output of the model
It assigns each feature a value showing its effect
It gives one simple explanation for a single case only
It works only with models that need special handling
Explanation:
Anna says that SHAP assigns each feature a value showing its effect.
3.
What does LIME do, according to the conversation?
It creates reports for stakeholders automatically
It works only with global model explanations
It approximates the model locally for one prediction
It shows which features matter most across all data
Explanation:
Anna explains that LIME approximates the model locally for one prediction.
4.
Why do Anna and Paul want to use both SHAP and LIME?
Because they are required by all stakeholders
Because they only work on the same type of model
Because each tool replaces the need for model training
Because they provide both global and local insights
Explanation:
Anna says combining SHAP and LIME gives both global and local insights, so this is the reason they want to use both.
5.
Why does Paul say, “That sounds useful for stakeholder questions on specific cases”?
He is suggesting that stakeholders do not need reports
He is saying SHAP is better than LIME in every situation
He is asking Anna to stop explaining the tools
He is showing that LIME can help answer questions about individual predictions
Explanation:
Paul’s comment responds to Anna’s explanation of LIME and shows that he sees it as useful for explaining specific individual cases.
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