🧠AI Concepts in a Nutshell: LLM Optimization
RAG vs. Fine-Tuning Choosing the Right Method for External Knowledge In AI development, incorporating proprietary data and external knowledge is crucial. Two key methodologies are Retrieval Augmented Generation (RAG) and fine-tuning. Here’s a quick comparison. 𝐑𝐞𝐭𝐫𝐢𝐞𝐯𝐚𝐥 𝐀𝐮𝐠𝐦𝐞𝐧𝐭𝐞𝐝 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐨𝐧 (𝐑𝐀𝐆) 🔍 RAG combines an LLM’s reasoning with external knowledge through three steps:1️⃣ Retrieve: Identify related documents […]
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