What are some real-world examples of validation in AI?
Real-world validation in AI includes applications like medical diagnosis, where AI models are tested against actual patient data.
Can you give me a specific example in healthcare?
Sure! For instance, AI algorithms used for detecting diseases in radiology images are validated by comparing their results with expert radiologists.
How about examples in finance?
In finance, AI models for credit scoring are validated by assessing their predictions against historical loan performance data.
What challenges do AI models face during validation?
AI models often face challenges like data bias, overfitting, and the need for diverse datasets to ensure robust validation.
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