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:

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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:

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[NTFAQGuy]

Hey everyone, creating the JohnBot 4000 or just how to use YOUR data with generative AI :-D ! Please make sure to read the description for the chapters and key information about this video and others.

⚠ P L E A S E N O T E ⚠

🔎 If you are looking for content on a particular topic search the channel. If I have something it will be there!
🕰 I don't discuss future content nor take requests for future content so please don't ask 😇
🤔 Due to the channel growth and number of people wanting help I no longer can answer or even read questions and they will just stay in the moderation queue never to be seen so please post questions to other sites like Reddit, Microsoft Community Hub etc.

Thanks for watching!
🤙

[joefitzgerald]

THE MOST significant video you will watch this year regarding Azure AI!
This video has profoundly changed what I can bring to my customers!

[RaptorTila]

I just finished this video, and i have to agree with others... the level of detail was perfect, and it gave me such a better understanding of the LLM Chatbots. It even connected a ton of dots for me with how regular search engines are able to do what they do so quickly.
Best video i have seen on this topic, amazing work John...
I THANK you soo much for all you do.

[Dikimkd]

This is one of the best, if not THE BEST video on all youtube. I enjoyed this a lot, and am planning to watch it again tomorrow. THANK YOU for this!

[georgevetolavman]

Really great content! Thank you for the huge amount of time you put into making these high quality walkthroughs.

[Ajmal_Yazdani]

Finally, a video from you Sir. Appreciate and Thanks!!!

[RaptorTila]

i was literally starting to plan this exact same thing over the weekend with a different show. Perfect timing, thank you!

[amglover]

I'm beginning to think you're actually AI yourself, like Data from Star Trek only with better skin 🤭 I mean, how can one person know so much about so much 😋 Seriously though, thanks for this

[alesvondra]

This is really great. It's so much easier to get the information I need from your video than piece it together from documentation or other means. Level of detail is perfect. I work in AI platform team for major corporation and I'm definitely going to push for Azure solutions more, compared to AWS or Google

[davidel]

Clear and well thought true content, thank you for the great infomation!
Definitly giving me the classic era of eli the computer guy vibes, you are the modern equivilant :)

[alexgraham]

Again, great detail on the "Behind the Scenes" effort of LLMs. Makes sense after all the various learning I've done to then see this, and I understand what your talking about 😅.

[trevorharris]

That is awesome to see these various AI technologies working together! The responses are just amazing.
We currently have a ton of PDFs in various private SharePoint sites (that get updated routinely) and hope to someday be able to use a chatbot to respond based on that content.

[LenBautista]

Thanks again John for another fantastic video! Your explanations are clear and insightful. Really appreciated the learning experience!

[PrinceJohn]

Absolutely superb. The work that you've put into producing this is mind blowing 💪👍

[root_is_god]

Awesome video. Thanks so much for breaking down such a new topic from beginning to end like this.
I'm planning to watch more and more of you your previous content, so thanks for all the time and effort you have put into this treasure trove!

[sarthaks]

Super super useful.. Thanks! John for this great insight to a very niche technology

[Daniel-Six]

Great presentation... except for the periodic intrusion of this giant tree limb onto the screen. Oh wait... that's your right arm! 😂 Seriously, good stuff... I learned a lot from this.

[dhacloudtech]

Thank you John! You do have amazing talent to explain everything!! Finally all AI fuzz started to make sense. When we (the everyday John's video addicts since 2019 and earlier) are going to see JohnBot 4000 to come online so we can crack allthings Azure in realtime :) ? I have a gigantic onenote referencing your videos, I have been trying to do the task of the JohnBot 4000 in my own head, and it is about to burst :D. We all do need a gurdian JohnBot 4000 to save us! A Merry Christmas and a Happy New Year!

[benmitchell]

Perfect timing! I just got access to Azure OpenAI 😁

[cnchandroo]

Thanks for the wonderful video, John and it is very informative.