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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 are completely new to it. LlamaIndex is a data framework that allows you to create LLM applications and makes it easier to ingest all your unstructured data. Topics === - What is LlamaIndex? Understand the basics and its role in augmenting LLMs. - Introduction to Retrieval-Augmented Generation (RAG): Learn how RAG leverages external knowledge to improve LLM performance. - Implementing RAG with LlamaIndex: Step-by-step guide on 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 Intro 1:38 What is LlamaIndex 6:05 Data Connectors 8:50 Documents 10:51 Nodes 13:56 Embeddings 14:54 Index 15:57 Router and Retrievers 17:12 Response Synthesizer 18:15 RAG in 5 lines 26:32 Persistent Storage 30:35 Example of a Document 33:03 LlamaParse 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

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