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CodeSignal

Introduction to RAG with Rust

via CodeSignal

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: Foundations: From IR to RAG
  • Unit 2: RAG in Action: A Simple Workflow
    • Implementing Simple Document Retrieval
    • Enhancing Retrieval Logic
    • Fix the RAG Generation Bug
    • Enhancing RAG Retrieval with Multiple Document Support
    • Building a Simple RAG Pipeline
  • Unit 3: Fighting Hallucinations: RAG's Role in Trustworthy LLMs
    • Reveal Document Relevance Scores
    • Enhance RAG Retrieval Function
    • Handle Missing Data in RAG

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