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Azure Open AI demos

Azure Open AI Studio


https://oai.azure.com/portal

New content (12-Oct-2023)

๐Ÿ”ฅ New! GPT35 Turbo Instruct model with Azure Open AI:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/GPT35-Instruct/gpt-35-turbo-instruct.ipynb

๐Ÿ”ฅ New! Writer assistant:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Writer%20assistant/Writer%20assistant.ipynb

๐Ÿ”ฅ New! Data generation with Azure Open AI:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Data%20generation/Data%20generation.ipynb

๐Ÿ”ฅ New! Text to emojis and Emojis to text:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Emoji%20translation/Emoji%20translation.ipynb

๐Ÿ”ฅ New! Twitter analysis:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Tweeter%20analysis/Tweeter%20analysis.ipynb

๐Ÿ”ฅ New! PII analysis:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/PII%20analysis/PII%20analysis.ipynb

๐Ÿ”ฅ New! Grammar analysis:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Grammar%20checking/Grammar.ipynb

๐Ÿ”ฅ New! Heath report analysis:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Health%20report%20analysis/Health%20report%20analysis.ipynb

๐Ÿ”ฅ New! Web article analysis:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Web%20article%20generation/Web%20article%20analysis.ipynb

๐Ÿ”ฅ New! Entity analysis:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Entity%20analysis/Entity%20analysis.ipynb

๐Ÿ”ฅ New! Docstring generation for python code:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/Python%20docstring%20generation/Python%20DocString%20generation.ipynb

๐Ÿ”ฅ New! CSV dataset analysis:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/CSV%20data%20analysis/CSV%20data%20analysis.ipynb

๐Ÿ”ฅ New! GPT4 with Azure Open AI:
https://github.com/retkowsky/Azure-OpenAI-demos/blob/main/GPT4/Azure%20Open%20AI%20GPT4.ipynb

New content (21-Sept-2023)

๐Ÿ”ฅ New! Azure Safety Content for text and images:
How to use Azure Safety Content for moderation on text and images
Go to demo folder

๐Ÿ”ฅ New! Chunks management:
Some utilities to manage chunks
Go to demo folder

๐Ÿ”ฅ New! Image to image using Bing Services, Azure Computer Vision and Dalle 2 from Azure Open AI:
How to use Bing services to search images from a prompt, to generate a new image using Dalle 2 from Azure Open AI from a prompt generated by Azure Computer Vision
Go to demo folder

๐Ÿ”ฅ New! Insurance accident report analysis:
An example of an insurance accident report analysis
Go to demo folder

๐Ÿ”ฅ New! PDF images extraction and analysis:
How to extract images from a PDF file and to get insights using Azure Computer Vision. These insights can be integrated then into Azure Cognitive Search
Go to demo folder

๐Ÿ”ฅ New! PNR analysis:
An example of a PNR analysis with Azure Open AI
Go to demo folder

๐Ÿ”ฅ New! Project management:
An example of a project management use-case.
Go to demo folder

๐Ÿ”ฅ New! SAS language analysis:
How to analyse SAS language to generate insights and to convert it into others languages.
Go to demo folder

๐Ÿ”ฅ New! Azure Open AI Whisper for Speech to Text and analysis:
Use of Azure Open AI Whisper new integration for speech to text and analysis with Azure Open AI.
Go to demo folder

๐Ÿ”ฅ New! Document translation with Azure Open AI:
Document translation using Azure Open AI
Go to demo folder

๐Ÿ”ฅ New! YouTube video analysis with Azure Open AI:
YouTube video processing to generate insights using Azure Open AI
Go to demo folder

Azure Open AI demos

- Azure Open AI basics:
Some basic Azure Open AI demos to understand and discover Azure Open AI
Go to demo folder

- Azure Open AI quick demos:
Some demos for a quick Azure Open AI workshop
Go to demo folder

- Vectors embeddings for text, images and audio files:
Presentation of vectors embeddings for text, images and audio files. A quick demo to understand the embedding process.
Go to demo folder

- Embeddings with Pandas:
Demo about embeddings using some pandas dataframe
Go to demo folder

- Azure Computer Vision and Langchain:
Use of Azure Computer Vision and Langchain
Go to demo folder

- Azure Cognitive Search Vector Search JSON document analysis with Azure OpenAI:
A demo about JSON document analysis with Azure Open AI and Azure Cognitive Search and its vector store
Go to demo folder

- Python code analysis with Langchain, Azure Open AI and Azure Cognitive Search:
A demo about Python notebooks analysis with Azure Open AI and Azure Cognitive Search and its vector store
Go to demo folder

- PDF documents analysis with Langchain, Azure Open AI and Azure Cognitive Search:
A demo about analysing PDF documents with Langchain, Azure Open AI and Azure Cognitive Search and its vector store
Go to demo folder

- Llama:
Simple introduciton to LLAMA
Go to demo folder

- Dall-e 2 images generation:
How to generae artificial images with Azure Open AI and Dall e 2
Go to demo folder

- Python function integration:
How to integrate python functions with Azure Open AI
Go to demo folder

- Video Indexer transcripts analysis with Azure Open AI and Azure Cognitive Search:
How to analyse Azure Video Indexer transcripts with Azure Open AI
Go to demo folder

- Email response generation:
How to generate automatic email response with Azure Open AI
Got to demo folder

- Wikification:
How to do wikification with Azure Open AI
Got to demo folder

- Resume analysis:
How to do resume analysis with Azure Open AI
Got to demo folder

- Text Analytics with Azure Open AI:
How to do sentiment analysis or text analytics with Azure Open AI
Go to demo folder

- How to call a deployed Prompt Flow model?
Python code to call a prompt flow deployed model.
Go to demo folder

- From text to emojis:
How to categorize a text with some emojis with Azure Open AI
Go to demo folder

- Code optimization and conversion:
How to optimize and convert some code with Azure Open AI
Go to demo folder

- PowerPoint generation:
How to generate PowerPoint presentation with Azure Open AI
Go to demo folder

- FHIR analysis:
How to analyse FHIR data (Fast Healthcare Interoperability Resources) with Azure Open AI
Go to demo folder

- Utilities:
Some Azure Open AI utilities
Go to demo folder

- Analyse audio meeting notes with Azure OpenAI and Azure Speech Services:
How to analyse an audio recording meeting notes with Azure Open AI and Azure Speech services for Speech to Text and Text to Speech
Go to demo folder

Usecases

  • Movies recommendation system using Azure Open AI and Azure Cognitive Search:


Go to demo folder

Some screenshots from the movies recommendation app using Azure Open AI:


Some screenshots from the movies recommendation app using Azure Open AI and Azure Cognitive Search:

Azure Open AI links

Azure Open AI:
https://azure.microsoft.com/en-us/products/ai-services/openai-service-b

Documentation:
https://learn.microsoft.com/en-us/azure/ai-services/openai/

Azure Open AI Studio:
https://oai.azure.com/portal

What's new in Azure Open AI?
https://learn.microsoft.com/en-us/azure/ai-services/openai/whats-new

Azure Open AI accelerators

Azure OpenAI Workshops
https://github.com/Azure/azure-openai-workshop https://github.com/microsoft/OpenAIWorkshop https://github.com/csiebler/openai-in-a-day

Azure Search Open AI solution accelerator
https://github.com/Azure-Samples/azure-search-openai-solution-accelerator

Azure Cognitive Search Azure OpenAI Accelerator
https://github.com/MSUSAzureAccelerators/Azure-Cognitive-Search-Azure-OpenAI-Accelerator

Azure Cognitive Search async Azure OpenAI
https://github.com/ruoccofabrizio/azure-cognitive-search-async-azure-open-ai

Responsible AI

Overview of Responsible AI practices for Azure OpenAI models
https://learn.microsoft.com/en-us/legal/cognitive-services/openai/overview

Data, privacy, security
https://learn.microsoft.com/en-us/legal/cognitive-services/openai/data-privacy

Content filtering
https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/content-filter

Some additional Azure Open AI ressources

Learn Azure Open AI
https://learn.microsoft.com/en-us/training/modules/explore-azure-openai/

Azure OpenAI Service models
https://learn.microsoft.com/en-GB/azure/cognitive-services/openai/concepts/models

Azure OpenAI Service Frequently Asked Questions
https://learn.microsoft.com/en-gb/azure/cognitive-services/openai/faq

Transparency Note for Azure OpenAI Service
https://learn.microsoft.com/en-us/legal/cognitive-services/openai/transparency-note?context=%2Fazure%2Fcognitive-services%2Fopenai%2Fcontext%2Fcontext&tabs=text

OpenAI Cookbook
https://github.com/openai/openai-cookbook

ChatGPT + Enterprise data with Azure OpenAI and Cognitive Search
https://github.com/Azure-Samples/azure-search-openai-demo/

Azure OpenAI samples
https://github.com/Azure/openai-samples

Azure OpenAI Embeddings QnA
https://github.com/ruoccofabrizio/azure-open-ai-embeddings-qna

Learn how to customize a model for your application
https://learn.microsoft.com/en-GB/azure/cognitive-services/openai/how-to/fine-tuning?pivots=programming-language-python

Llm based virtual assistant demo
https://github.com/csiebler/llm-based-virtual-assistant-demo

Customer Service Conversational Insights with Azure OpenAI
https://github.com/microsoft/Customer-Service-Conversational-Insights-with-Azure-OpenAI-Services

Azure OpenAI Embeddings QnA
https://github.com/fvneerden/azure-open-ai-embeddings-qna

Azure OpenAI Embeddings QnA from Azure Video Indexer transcripts
https://github.com/fvneerden/azure-open-ai-embeddings-qna/tree/videosolacc

Azure OpenAI Landing Zone reference architecture

https://techcommunity.microsoft.com/t5/azure-architecture-blog/azure-openai-landing-zone-reference-architecture/ba-p/3882102

Azure Open AI demos videos

Microsoft AI Show demos videos:
https://learn.microsoft.com/en-us/shows/ai-show/?expanded=azure&products=azure-openai

YouTube demos videos:
https://www.youtube.com/results?search_query=azure+open+ai

Azure Open AI pricing

https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/

Author

05-Sept-2023
Updated 12-Oct-2023

Serge Retkowsky | [email protected] | https://www.linkedin.com/in/serger/

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