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Introduction to RAG with Java

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Overview

Learn what Retrieval-Augmented Generation (RAG) is, why combining retrieval with generation can reduce hallucinations, and how a basic RAG workflow contrasts with naive prompting. This course is mostly informational, setting the stage for more hands-on work in later courses.

Syllabus

Unit 1: Introduction to Retrieval-Augmented Generation (RAG)
Unit 2: RAG in Action: A Simple Workflow

Keyword Overlap Document Retrieval in Java
Fixing the Bug in RAG Retrieval Logic
Fixing a Bug in the RAG Generation Method
Enhancing RAG Implementation in Java
Simplified RAG Pipeline in Java

Unit 3: Reducing Hallucinations in Large Language Models with RAG

Retrieval-Augmented Generation with Keyword-Based Document Retrieval in Java
Enhancing RAG Retrieval for Stock Market Queries in Java
Modify RAG Pipeline for Accurate Query Responses

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