Importance of Explainability in Machine Learning
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What is a key benefit of making AI systems explainable?

  • It automatically ensures fair and unbiased decision-making
  • It helps organizations comply with legal requirements and build trust with customers (correct)
  • It eliminates the need for user testing and prototyping
  • It allows organizations to avoid responsibility for AI system decisions

What does the GDPR's "right to explanation" requirement specifically stipulate?

  • AI systems must be designed to prioritize explainability over performance
  • Organizations must disclose the personal data used to train their AI models
  • Users must be given information about how to challenge an AI system's decision (correct)
  • AI systems must provide detailed technical explanations of their algorithms

What is a limitation of the report on "Explaining AI in practice"?

  • It lacks discussions on different types of explanations
  • It does not offer practical guidance for implementing explainable AI
  • It fails to address the legal implications of explainable AI
  • It does not provide sample screen designs or user testing results (correct)

What is the purpose of the three reports mentioned in the text?

<p>To provide guidelines for developing explainable AI systems (A)</p> Signup and view all the answers

Which of the following is NOT mentioned in the text as a requirement for explanations of AI decisions?

<p>Providing a technical breakdown of the AI model's architecture (A)</p> Signup and view all the answers

Which level of governance is responsible for developing and implementing HCAI systems?

<p>Software engineering teams (B)</p> Signup and view all the answers

What does the text imply is necessary for bridging the gap between ethical principles of HCAI and practical steps?

<p>Establishing governance structures at multiple levels (A)</p> Signup and view all the answers

Which level of governance is NOT explicitly mentioned in the text as potentially providing comprehensive attention to HCAI systems?

<p>Academic institutions (A)</p> Signup and view all the answers

Based on the text, which of the following statements is true regarding decision-makers in the context of HCAI systems?

<p>They need to take meaningful actions at various governance levels. (D)</p> Signup and view all the answers

Which of the following sectors is NOT mentioned in the text as already applying comprehensive attention to technologies?

<p>Information technology (D)</p> Signup and view all the answers

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