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When would you choose to use Retrieval-Augmented Generation (RAG) versus Fine-Tuning for an LLM application?

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Interview question asked to Data Scientists interviewing at GoDaddy, Disney, Verizon and other companies. Original question asked: When would you choose to use Retrieval-Augmented Generation (RAG) versus Fine-Tuning for an LLM application?.