What are some examples of explainable AI in industry?
Explainable AI (XAI) is crucial in industries like healthcare, finance, and automotive. For instance, in healthcare, XAI helps doctors understand AI-driven diagnoses.
Can you give me more details about its use in healthcare?
Sure! In healthcare, explainable AI can clarify how algorithms arrive at treatment recommendations, ensuring transparency and trust.
What about finance? How is explainable AI used there?
In finance, explainable AI is used for credit scoring and fraud detection, allowing institutions to justify decisions to customers and regulators.
Are there any challenges with implementing explainable AI?
Yes, challenges include balancing model complexity with interpretability and ensuring that explanations are understandable to non-experts.
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