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Explainable Artificial Intelligence (XAI)

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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?

To aid in decision-making and trust in the AI system Signup and view all the answers

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

Music Generation Signup and view all the answers

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

By identifying and mitigating potential biases in AI systems Signup and view all the answers

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

Text generation Signup and view all the answers

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

Identifying and reducing potential biases Signup and view all the answers

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

XAI aims to explain AI decisions, while traditional AI operates without transparency Signup and view all the answers

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

Its capability to reveal and address potential biases in AI decision-making Signup and view all the answers

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

Enhancing transparency by explaining AI diagnosis and treatment recommendations. Signup and view all the answers

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

Explaining AI models' diagnosis and treatment decisions to patients. Signup and view all the answers

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

Creating realistic audio to play during medical procedures. Signup and view all the answers

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

By explaining the diagnosis and treatment suggestions of AI models to patients. Signup and view all the answers

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

Enhancing trust and understanding through explanation of AI models' decisions. Signup and view all the answers