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Supercharging your Data with Azure AI Search and Azure OpenAI

The slides from my talk - "Supercharging your Data with Azure AI Search and Azure OpenAI" first given at .NET Notts on November 27th. In this session we will take a look at how we can combine the power of Azure AI Search and OpenAI to allow us to gain insights over our own data. Using a .NET 8 Blazor app along with SignalR and C#, we'll begin by taking a walk through the Azure OpenAI Service looking at the basics of GenAI, the OpenAI Playground and the .NET SDK. We'll then take a look at Azure AI Search including; Chunking, Indexes, Vectorisation, Facets, Search and more. Finally, we'll move on to looking at how we can combine AI Search and OpenAI to supercharge our own data. This session will appeal to both beginners to Azure OpenAI and AI Search as well as learners wishing to expand their knowledge of these services to further their skillset.

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Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes
Supercharge your Data
with Azure AI Search
and Azure OpenAI
PETE GALLAGHER
PETECODES.CO.UK
Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes
About Me
Pete Gallagher
@pete_codes
www.PeteCodes.co.uk
pete@pjgcreations.co.uk
Full Stack Development Manager at Avanade UK
Microsoft Certified Trainer & Azure & IoT MVP, Pluralsight Author
Decades of Desktop, Web & Embedded Software experience,
Meetup Organiser and Podcaster,
STEM Ambassador, Gadget Addict
Father of two inquisitive girls
Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes
Generative Artificial Intelligence
Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes
Generative Artificial Intelligence
Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes
GPT 3.5 Turbo/4, Ada
Embeddings,
DALL-E, Whisper
Google PaLM / Bard, Meta
LLaMA, Twitter Grok,
OpenAI ChatGPT
AI, Chatbots,
Natural Language
Understanding
Large
Language Models
Generative Artificial Intelligence
Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes
Multi-Language SDK
Support
Responsible AI
Security, Virtual Network,
Private Link
Same Models
as OpenAI ChatGPT
Azure OpenAI
Ad

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Supercharging your Data with Azure AI Search and Azure OpenAI

  • 1. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Supercharge your Data with Azure AI Search and Azure OpenAI PETE GALLAGHER PETECODES.CO.UK
  • 2. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes About Me Pete Gallagher @pete_codes www.PeteCodes.co.uk pete@pjgcreations.co.uk Full Stack Development Manager at Avanade UK Microsoft Certified Trainer & Azure & IoT MVP, Pluralsight Author Decades of Desktop, Web & Embedded Software experience, Meetup Organiser and Podcaster, STEM Ambassador, Gadget Addict Father of two inquisitive girls
  • 3. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Generative Artificial Intelligence
  • 4. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Generative Artificial Intelligence
  • 5. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes GPT 3.5 Turbo/4, Ada Embeddings, DALL-E, Whisper Google PaLM / Bard, Meta LLaMA, Twitter Grok, OpenAI ChatGPT AI, Chatbots, Natural Language Understanding Large Language Models Generative Artificial Intelligence
  • 6. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Multi-Language SDK Support Responsible AI Security, Virtual Network, Private Link Same Models as OpenAI ChatGPT Azure OpenAI
  • 7. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes OpenAI Demo
  • 8. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Our Own Data Powerful Prediction Engines AI Model Training Text, Images, Video, Audio etc A World of Unstructured Data
  • 9. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes LLM Response Based On Data and Prompt Combine Query Results with AI Prompt Query Based on User Query Bring Your Own Data to LLMs Retrieval-Augmented Generation
  • 10. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes More OpenAI
  • 11. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Retrieve using Queries Store in a Database Break into Small Parts Ingest Data More “RAG”
  • 12. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Multi-Language SDK Support Query via Text, Fuzzy, Auto-Complete, Vector Query Your Data Cloud Search Azure AI Search - Overview
  • 13. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Queries Filters and Facets Schemas and Fields Indexes Azure AI Search - Indexes
  • 14. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Semantic Search Hybrid Search Vector Search Full-Text Search Azure AI Search - Queries
  • 15. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes AI Search Demo
  • 16. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Compare two sets of Vectors Vector Database Created using AI Embedding Models Convert unstructured data to numbers Vector Embeddings
  • 17. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Vector Embeddings Car Lorry
  • 18. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Vector Embeddings
  • 19. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Embeddings and Vectors King Man Woman Queen
  • 20. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Vector Embeddings King Woman
  • 21. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Vector Embeddings Queen
  • 22. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Vector Embeddings
  • 23. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Vector Embeddings
  • 24. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Vector Embeddings
  • 25. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes More AI Search
  • 26. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes “RAG” In Detail
  • 27. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes “RAG” In Detail
  • 28. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes “RAG” Time
  • 29. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes “RAG” Recap
  • 30. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes “RAG” Recap
  • 31. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Links Web App Source Code https://bit.ly/pjgopenaisuperchargesource Azure OpenAI https://bit.ly/pjgopenaiservice Azure AI Search https://bit.ly/pjgaisearchservice Microsoft Retrieval-Augmented Generation Overview https://bit.ly/pjgragoverview
  • 32. Supercharging your Data with Azure OpenAI and Azure AI Search – Copyright Pete Gallagher 2023 – @Pete_Codes Contact Me Pete Gallagher @pete_codes www.PeteCodes.co.uk Pete@PJGCreations.co.uk Slides: https://bit.ly/pjgopenaisuperchargeslides