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Importance of Explainability in Machine Learning

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Importance of Explainability in Machine Learning

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Questions and Answers

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?

To provide guidelines for developing explainable AI systems Signup and view all the answers

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

Providing a technical breakdown of the AI model's architecture Signup and view all the answers

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

Software engineering teams 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?

Establishing governance structures at multiple levels 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?

Academic institutions 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?

They need to take meaningful actions at various governance levels. Signup and view all the answers

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

Information technology Signup and view all the answers