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