Projects

RAG-based Search System Project

RAG project: ingest documents, embed vectors, semantic search, and grounded answers with citations.

10 lessons 14 views Advanced Free
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RAG-based Search System Project tutorial

Course contents

RAG Foundations

1 What is RAG and When to Use It 5 min 2 Embeddings and Vector Databases Overview 5 min 3 Ingestion Pipeline Design 5 min

Implementation

4 Chunk and Embed Documents 5 min 5 Query: Similarity Search 5 min 6 LLM Answer with Retrieved Context 5 min 7 Evaluate RAG Quality (faithfulness) 5 min

Production

8 Caching and Refresh Strategies 5 min 9 Deploy RAG API 5 min 10 RAG Project Interview Questions 5 min

How this course is organized

  • Each lesson includes overview, steps, code, and interview tips
  • Use the sidebar on lesson pages to navigate
  • Content is original to Toolliyo—not copied from other sites
Begin first lesson Interview Q&A

Course quizzes

RAG-based Search System Project — Practice Quiz Prompt Engineering — Practice Quiz Multi-Agent System Project — Practice Quiz

Test your knowledge

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