LlamaIndex Crash Course: Chat, RAG, Data Extraction, and Agents
In this crash course video, we are going to learn and build multiple logical AI apps on top of LLMs using LlamaIndex.
From simple chat to chat with multiple roles, to basic RAGs, both vector and summarization RAG, and advanced RAG.
We will also learn about data extraction and building blazing-fast text-to-SQL, as well as RAG with a chat engine.
Finally, we will close it off by building an agent with tools, all in one video. So get ready to learn a lot about LlamaIndex and what it can do!
00:00 - What is LlamaIndex
00:34 - LangChain Vs LlamaIndex
2:27 - What we going to learn
3:24 - LlamaIndex LLM Integrations
4:00 - Code Setup
4:44 - Data Loading
5:40 - Build Chat
7:50 - Building Basic Rags
9:55 - Building Advanced Rag (Routing)
12:33 - Text To SQL
15:40 - Structured Data Extraction
17:10 - Rag With History ( Chat Engine )
20:20 - Building Agent
22:20 - Code and Links
Support Me on Petron ⚡: / codewello
Llamaindex:https://www.llamaindex.ai/
LlamaIndex Article :https://www.datacamp.com/blog/langcha...
Available LLM :https://docs.llamaindex.ai/en/stable/...
Retriver Router Query :https://docs.llamaindex.ai/en/stable/...
code :https://docs.llamaindex.ai/en/stable/...
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🤖 Open AI Template Alima : https://codewello.gumroad.com/l/kjlzw
💷 50% Discount Code : A2LH6LZ
👉 Linkedin : / hossam-eldin
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#llamaindex #groq #crashcourse