10. Building Production AI: Using RAG to Master LLM Ops Foundations

Analytics Vidhya · Intermediate ·🧠 Large Language Models ·4d ago
Why are we using a RAG (Retrieval Augmented Generation) system to learn LLM Ops? In this video, we explain why RAG is more than just a popular AI architecture—it is the ultimate environment for mastering LLM Ops. In the real world, Large Language Models rarely work in isolation. To be production-ready, they require a complex ecosystem of document stores, retrieval logic, prompt templates, and evaluation frameworks. By building a RAG system in this module, you will gain hands-on experience with: The Full AI Stack: Data injection, vector databases, and retriever logic. Configuration-Driven Des…
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