Quiz: The Explainable Artificial Intelligence Challenge

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| By Madhurima Kashyap
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Madhurima Kashyap
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Quizzes Created: 39 | Total Attempts: 11,612
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  • 1/10 Questions

    What is an advantage of Explainable AI?

    • Increases transparency
    • Increases model complexity
    • Decreases computational efficiency
    • None of the above
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About This Quiz

Quiz: The Explainable Artificial Intelligence Challenge" offers a well-rounded exploration of the Explainable AI (XAI) concept. The Explainable Artificial Intelligence Quiz initiates with an understanding of what XAI means, delving into its significance in AI accountability, trust, and robustness. It extends into prominent techniques like LIME (Local Interpretable Model-Agnostic Explanations) and their goals, exploring more intricate concepts such as counterfactual explanations.

The quiz also probes into prevalent challenges in XAI, including the explainability-accuracy trade-off. Finally, it touches upon methods like Shapley value to estimate feature impacts, the advantages, and disadvantages of XAI, and its application in fields like medical diagnostics and credit risk assessment.

Quiz: The Explainable Artificial Intelligence Challenge - Quiz

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  • 2. 

    Which real-world application can benefit from Explainable AI?

    • Medical diagnostics

    • Autonomous vehicles

    • Credit risk assessment

    • All of the above

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  • 3. 

    Why is Explainable AI important?

    • To hold AI accountable

    • To improve trust in AI systems

    • To improve the robustness of AI

    • All of the above

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  • 4. 

    Which of the following is a challenge for Explainable AI?

    • Explainability-accuracy trade-off

    • Lack of standardized evaluation metrics

    • Complexity of interpretability

    • All of the above

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  • 5. 

    How is Shapley value used in Explainable AI?

    • To estimate the impact of features on prediction

    • To estimate the accuracy of the model

    • To estimate the computational complexity

    • None of the above

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  • 6. 

    What does LIME stand for in Explainable AI?

    • Local Interpretable Model-Agnostic Explanations

    • Low Input Model-Agnostic Explanations

    • Linear Interpolated Model-Agnostic Explanations

    • None of the above

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  • 7. 

    What is the goal of LIME?

    • To explain individual predictions

    • To improve the accuracy of AI models

    • To improve the efficiency of AI models

    • None of the above

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  • 8. 

    What is Explainable Artificial Intelligence?

    • AI that can explain its own processes

    • AI that can learn without supervision

    • AI that can interact with humans

    • AI that can make decisions independently

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  • 9. 

    Which method in Explainable AI focuses on inputs that would change the output classification?

    • Feature Importance

    • Partial Dependence Plots

    • Counterfactual Explanations

    • None of the above

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  • 10. 

    What is the main disadvantage of Explainable AI?

    • It requires more data

    • It is computationally intensive

    • It reduces the accuracy of AI models

    • All of the above

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Quiz Review Timeline (Updated): Aug 3, 2023 +

Our quizzes are rigorously reviewed, monitored and continuously updated by our expert board to maintain accuracy, relevance, and timeliness.

  • Current Version
  • Aug 03, 2023
    Quiz Edited by
    ProProfs Editorial Team
  • Aug 02, 2023
    Quiz Created by
    Madhurima Kashyap
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