Explainable Artificial Intelligence (XAI)

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Questions and Answers

What is the main goal of Explainable AI (XAI)?

  • To make AI models more accurate
  • To make AI models more complex
  • To make AI models more understandable and transparent (correct)
  • To make AI models more efficient

Which term is NOT a synonym for Explainable AI (XAI)?

  • Explainable Machine Learning (XML)
  • Biased AI (correct)
  • Transparent AI
  • Interpretable AI

In the context of AI, what does XML stand for?

  • Extensible Markup Language
  • Extra Machine Learning
  • Explainable Machine Learning (correct)
  • eXtensible Machine Learning

Why is it important for AI models to be more understandable?

<p>To aid in decision-making and trust in the AI system (D)</p> Signup and view all the answers

Which of the following is NOT a common application area for Explainable AI?

<p>Music Generation (D)</p> Signup and view all the answers

How does eXplainable AI (XAI) contribute to promoting fair and ethical decision-making in AI systems?

<p>By identifying and mitigating potential biases in AI systems (D)</p> Signup and view all the answers

Which aspect of AI systems does eXplainable AI (XAI) specifically focus on to enhance fairness and accountability?

<p>Text generation (D)</p> Signup and view all the answers

What is one primary benefit of leveraging eXplainable AI (XAI) in AI systems?

<p>Identifying and reducing potential biases (A)</p> Signup and view all the answers

In the context of promoting fair decision-making, how does XAI differ from traditional AI approaches?

<p>XAI aims to explain AI decisions, while traditional AI operates without transparency (B)</p> Signup and view all the answers

Which factor makes XAI a valuable tool for ensuring ethical practices in AI systems?

<p>Its capability to reveal and address potential biases in AI decision-making (B)</p> Signup and view all the answers

How can Explainable AI (XAI) applications benefit healthcare, based on the text?

<p>Enhancing transparency by explaining AI diagnosis and treatment recommendations. (C)</p> Signup and view all the answers

What aspect of healthcare is specifically mentioned as benefiting from XAI in the text?

<p>Explaining AI models' diagnosis and treatment decisions to patients. (A)</p> Signup and view all the answers

Which of the following is NOT a real-world application of XAI mentioned in the text?

<p>Creating realistic audio to play during medical procedures. (A)</p> Signup and view all the answers

How does XAI contribute to improving patient outcomes in healthcare according to the text?

<p>By explaining the diagnosis and treatment suggestions of AI models to patients. (C)</p> Signup and view all the answers

Which of the following best represents a key benefit of XAI applications in healthcare based on the text?

<p>Enhancing trust and understanding through explanation of AI models' decisions. (A)</p> Signup and view all the answers

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