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RAG, semantic search, embedding, vector... Find out what the terms used with Generative AI mean!

John Savill's Technical Training
317K subscribers
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32K views 1 year ago #azure #johnsavillstechnicaltraining #cloud
In this video I explore HOW generative AI works with your data and why terms like retrieval augmented generation (RAG), semantic index, semantic search, vectors and embeddings are so important. 🔎 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 00:29 - My typical day and need for information 03:58 - RAG 05:16 - LLM refresher 08:16 - Orchestrators and information to LLMs 12:56 - Semantic index, search, vector, embeddings? 15:26 - Embedding models and creating vector 21:12 - 2 dimensions 23:58 - Semantic search and nearest neighbor 26:31 - Why embeddings and semantic search are so important 27:36 - Summary and close ▬▬▬▬▬▬ K E Y L I N K S 🔗 ▬▬▬▬▬▬ ► Whiteboard: 🔗 https://github.com/johnthebrit/Random... ► What is ChatGPT 📽️    • What is ChatGPT?   ▬▬▬▬▬▬ Want to learn more? 🚀 ▬▬▬▬▬▬ 📖 Recommended Learning Path for Azure 🔗 htt …...more
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RAG, semantic search, embedding, vector... Find out what the terms used with Generative AI mean!
1KLikes
32,850Views
2023Nov 22
In this video I explore HOW generative AI works with your data and why terms like retrieval augmented generation (RAG), semantic index, semantic search, vectors and embeddings are so important. 🔎 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 00:29 - My typical day and need for information 03:58 - RAG 05:16 - LLM refresher 08:16 - Orchestrators and information to LLMs 12:56 - Semantic index, search, vector, embeddings? 15:26 - Embedding models and creating vector 21:12 - 2 dimensions 23:58 - Semantic search and nearest neighbor 26:31 - Why embeddings and semantic search are so important 27:36 - Summary and close ▬▬▬▬▬▬ K E Y L I N K S 🔗 ▬▬▬▬▬▬ ► Whiteboard: 🔗 https://github.com/johnthebrit/Random... ► What is ChatGPT 📽️    • What is ChatGPT?   ▬▬▬▬▬▬ Want to learn more? 🚀 ▬▬▬▬▬▬ 📖 Recommended Learning Path for Azure 🔗 https://learn.onboardtoazure.com 🥇 Certification Content Repository 🔗 https://github.com/johnthebrit/Certif... 📅 Weekly Azure Update 🔗    • Azure Infrastructure Updates   ☁ Azure Master Class 🔗    • Microsoft Azure Master Class v2 (bein...   ⚙ DevOps Master Class 🔗    • DevOps Master Class   💻 PowerShell Master Class 🔗    • PowerShell Master Class   🎓 Certification Cram Videos 🔗    • Microsoft Certification Exam Prep Videos   🧠 Mentoring Content 🔗    • Virtual Mentoring   ❔ 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-... 👂 Enable the subtitles and from there you can translate to your native language via the auto-translate feature in settings!    • YouTube Captions and Auto Translate Q...   for a demo of using this feature. SUBSCRIBE ✅    / @ntfaqguy   #microsoft #azure #johnsavillstechnicaltraining #onboardtoazure #cloud

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John Savill's Technical Training

317K subscribers