Practice Conceptual Categorization Of Xai Methods (3.2) - Advanced ML Topics & Ethical Considerations (Weeks 14)
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Conceptual Categorization of XAI Methods

Practice - Conceptual Categorization of XAI Methods

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is Explainable AI (XAI)?

💡 Hint: Think about why explaining AI decisions could be important.

Question 2 Easy

Define local explanations in the context of XAI.

💡 Hint: Consider a specific decision an AI model makes.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the purpose of Explainable AI (XAI)?

To improve AI performance
To make AI predictions understandable
To increase data size

💡 Hint: Think about why understanding AI is critical in many applications.

Question 2

True or False: Local explanations provide insights into the overall model performance.

True
False

💡 Hint: Consider what local explanations aim to clarify.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Analyze a scenario where AI is used in loan approvals without using XAI. Discuss potential consequences.

💡 Hint: Consider the importance of accountability in financial decisions.

Challenge 2 Hard

Design an XAI method for a healthcare AI application. Discuss features to consider and potential biases.

💡 Hint: Think about the implications of past data in making healthcare decisions.

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Reference links

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