Introduction to LlamaIndex with Python (2024)

Introduction to LlamaIndex with Python (2024)

HomeAlejandro AO - Software & AiIntroduction to LlamaIndex with Python (2024)
Introduction to LlamaIndex with Python (2024)
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New to LlamaIndex? This tutorial is for you. In this video we introduce the framework, assuming you're completely new to it. LlamaIndex is a data framework that helps you create LLM applications and makes it easier to ingest all your unstructured data.

subjects

– What is LlamaIndex? Understand the basic principles and its role in improving LLMs.
– Introduction to Retrieval-Augmented Generation (RAG): Learn how RAG uses external knowledge to improve LLM performance.
– Implementing RAG with LlamaIndex: Step-by-step guide to setting up and using LlamaIndex for RAG.

Links

– Code: https://alejandro-ao.com/intro-to-llamaindex/
– Support me: https://link.alejandro-ao.com/support-me
– LlamaIndex docs: https://docs.llamaindex.ai/en/stable/

Timestamps

0:00 Introduction
1:38 What is LlamaIndex
6:05 Data connectors
8:50 Documents
10:51 Nodes
13:56 Embedding
14:54 Index
15:57 Router and retrievers
17:12 Reaction synthesizer
18:15 RAG in 5 lines
26:32 Persistent storage
30:35 Example of a document
33:03 LlamaDissected
38:45 Conclusion

Connect with me

– LinkedIn: https://www.linkedin.com/in/aavila0707/
– Discord server: https://link.alejandro-ao.com/discord
-Twitter: https://twitter.com/_alejandroao

Please take the opportunity to connect and share this video with your friends and family if you find it helpful.