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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 - https://youtu.be/Ch6KE7KxHGM 📽️ RAG, embedding and more - https://youtu.be/orLGv2LgWDE 🔎 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: 🔗 https://github.com/johnthebrit/RandomStuff/raw/master/Whiteboards/JohnBot.png ▬▬▬▬▬▬ Want to learn more? 🚀 ▬▬▬▬▬▬ 📖 Recommended Learning Path for Azure 🔗 https://learn.onboardtoazure.com 🥇 Certification Content Repository 🔗 https://github.com/johnthebrit/CertificationMaterials 📅 Weekly Azure Update 🔗 https://youtube.com/playlist?list=PLlVtbbG169nEv7jSfOVmQGRp9wAoAM0Ks ☁ Azure Master Class 🔗 https://youtube.com/playlist?list=PLlVtbbG169nGccbp8VSpAozu3w9xSQJoY ⚙ DevOps Master Class 🔗 https://youtube.com/playlist?list=PLlVtbbG169nFr8RzQ4GIxUEznpNR53ERq 💻 PowerShell Master Class 🔗 https://youtube.com/playlist?list=PLlVtbbG169nFq_hR7FcMYg32xsSAObuq8 🎓 Certification Cram Videos 🔗 https://youtube.com/playlist?list=PLlVtbbG169nHz2qfLvPsAz9CnnXofhmcA 🧠 Mentoring Content 🔗 https://youtube.com/playlist?list=PLlVtbbG169nGHxNkSWB0PjzZHwZ0BkXZZ ❔ Questions? Maybe I answered it in my FAQ 🔗 https://savilltech.com/faq 👕 Cure Childhood Cancer Charity T-Shirt Channel Store 🔗 https://johns-t-shirts-store.creator-spring.com/ 👂 Enable the subtitles and from there you can translate to your native language via the auto-translate feature in settings! https://youtu.be/v5b53-PgEmI for a demo of using this feature. SUBSCRIBE ✅ https://www.youtube.com/channel/UCpIn7ox7j7bH_OFj7tYouOQ?sub_confirmation=1 #copilot #microsoft #azure #johnsavillstechnicaltraining
