Introduction to LlamaIndex with Python (2024)

Опубликовано: 26 Февраль 2025
на канале: Alejandro AO - Software & Ai

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

Timestamps
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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
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Connect with me
===
LinkedIn: / aavila0707
Discord Server: https://link.alejandro-ao.com/discord
Twitter: / _alejandroao