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LLM Apps in Production (RAG + Vector DB + Caching) · Lesson

Basic RAG System Architecture Overview

Understand the high-level components of a RAG system, including data sources, retrievers, and generators.

Intro to RAG Architecture

Now let's look at the building blocks of a RAG system. Knowing the architecture shows you exactly how RAG makes LLMs more accurate and reliable.

The Three Main Pillars

RAG blends retrieval (finding info) and generation (creating text) through three components: data sources, a retriever, and a generator.

All lessons in this course

  1. Understanding LLM Apps in Production
  2. Fundamentals of Retrieval Augmented Generation
  3. Basic RAG System Architecture Overview
  4. Prompt Engineering & Context Windows
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