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

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  • เผยแพร่เมื่อ 6 ก.พ. 2025
  • 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 Abou...
    📽️ RAG, embedding and more - • RAG, semantic search, ...
    🔎 Looking for content on a particular topic? Search the channel. If I have something it will be there!
    ▬▬▬▬▬▬ 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:
    🔗 github.com/joh...
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