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Introduction to RAG with JavaScript

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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: Introduction to RAG with JavaScript: Building a Simple Workflow

Implement a Simple Document Retrieval Function in JavaScript
Fixing the Bug in RAG Retrieval Logic
Fixing a Bug in the RAG Generation Function
Enhancing RAG Retrieval and Generation in JavaScript
Implementing a Simplified RAG Pipeline in JavaScript

Unit 3: Reducing Hallucinations in Large Language Models with RAG

Implementing Keyword-Based Document Retrieval in JavaScript
Enhancing RAG Retrieval for Stock Market Queries
Modify RAG Pipeline to Handle Insufficient Data in JavaScript

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