Using Your Own Data with Large Language Models (LLMs) aka Making JohnBot!

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 :-)

Useful associated videos:

📽️ Generative AI overview -    • AI-900 - Learning About Generative AI  
📽️ RAG, embedding and more -    • RAG, semantic search, embedding, vect...  

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▬▬▬▬▬▬ C H A P T E R S ⏰ ▬▬▬▬▬▬
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 :-)
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

▬▬▬▬▬▬ K E Y L I N K S 🔗 ▬▬▬▬▬▬
► Whiteboard:
🔗 https://github.com/johnthebrit/Random...

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