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Lesson 01: Introduction to RAG with LlamaIndex

In this lesson, you'll:

  • Learn how to set up LlamaIndex
  • Load documents and process them
  • Create chunks and nodes for the index
  • Create & Query the document using natural language
  • Understand how RAG enhances LLM responses

🗺️ Roadmap

  1. 🛠️ Hands-on: Load and process documents of a Wikipedia page (11_hands_on_problem.ipynb)
  2. 🛠️ Hands-on: Create an index processing the Paul Graham essay (21_hands_on_problem.ipynb)
  3. 🏆 Challenge: Process "complex" data and make an index (31_hands_on_challenge_problem.ipynb)

🎓 Key Concepts

  • Document Loading
  • Vector Indexing
  • Query Processing
  • Response Generation

🚀 Open the notebooks and let's get started!

Documentation: LlamaIndex.indexing