In this video I walkthrough how to use your own data with Large Language Models (LLMs) like GPT by leveraging Azure AI Search and along the way I create JohnBot as a little example ๐
Useful associated videos:
๐ฝ๏ธ Generative AI overview – https://youtu.be/Ch6KE7KxHGM
๐ฝ๏ธ RAG, embedding and more – https://youtu.be/orLGv2LgWDE
๐ Looking for content on a particular topic? Search the channel. If I have something it will be there!
โฌโฌโฌโฌโฌโฌ C H A P T E R S โฐ โฌโฌโฌโฌโฌโฌ
00:00 – Introduction
00:26 – Why we need to use our own data
02:14 – Your source data
05:37 – Using Azure AI Search
08:19 – Integration and reading data
11:24 – Import and index
13:38 – What interval should be used?
16:18 – Viewing the index and indexer
18:11 – Chunking
24:51 – Other types of media beyond text
25:32 – IF YOU REMEMBER ONE THING ๐
29:43 – Keyword search is still useful so we need hybrid
32:41 – BM25 searching
34:15 – Hybrid search with RRF
41:27 – Orchestrator component
43:30 – Using the Playground and key settings such as memory
44:20 – Adding my data source
47:05 – Performing an interaction backed by my data (RAG)
50:20 – The response and references
55:12 – Summary
56:55 – Close
โฌโฌโฌโฌโฌโฌ K E Y L I N K S ๐ โฌโฌโฌโฌโฌโฌ
โบ Whiteboard:
๐ https://github.com/johnthebrit/RandomStuff/raw/master/Whiteboards/JohnBot.png
โฌโฌโฌโฌโฌโฌ Want to learn more? ๐ โฌโฌโฌโฌโฌโฌ
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