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Repository Details

Azure OpenAI (demos, documentation, accelerators).

Azure Open AI demos

If you still does not have Azure Open AI access, apply now : https://aka.ms/oai/access

Azure Open AI Studio


https://oai.azure.com/portal

New content (09-Nov-2023)

🔥 New! Agenda content generation: Go to demo
🔥 New! Autogen for stock prices analysis to get stock prices time series, financial analysis and Python visualization: Go to demo
🔥 New! RAG application usecase (French legal usecase): Go to demo
🔥 New! Embeddings visualization with Atlas: Go to demo
🔥 New! Emails summarization: Go to demo
🔥 New! Image storytelling using Azure Computer Vision and Azure Open AI: Go to demo
🔥 New! Interviews questions generation: Go to demo
🔥 New! Time zone detection: Go to demo
🔥 New! YouTube speech transcription and summarization with Azure Open AI whisper: Go to demo

New content (23-Oct-2023)

🔥 New! Automatic data visualisation with LLM: Go to demo
🔥 New! Semantic kernel demo: Go to demo
🔥 New! Fine tuning with Azure Open AI: Go to demo
🔥 New! Time series analysis and forecasting with Azure Open AI: Go to demo
🔥 New! Webscraping analysis documents with Azure Open AI: Go to demo
🔥 New! Airport code identification: Go to demo

New content (12-Oct-2023)

🔥 New! GPT35 Turbo Instruct model with Azure Open AI: Go to demo
🔥 New! Writer assistant: Go to demo
🔥 New! Data generation with Azure Open AI: Go to demo
🔥 New! Text to emojis and Emojis to text: Go to demo
🔥 New! Twitter analysis: Go to demo
🔥 New! PII analysis: Go to demo
🔥 New! Grammar analysis: Go to demo
🔥 New! Heath report analysis: Go to demo
🔥 New! Web article analysis: Go to demo
🔥 New! Entity analysis: Go to demo
🔥 New! Docstring generation for python code: Go to demo
🔥 New! CSV dataset analysis: Go to demo
🔥 New! GPT4 with Azure Open AI: Go to demo

New content (21-Sept-2023)

🔥 New! Azure Safety Content for text and images:
How to use Azure Safety Content for moderation on text and images
Go to demo folder

🔥 New! Chunks management:
Some utilities to manage chunks
Go to demo folder

🔥 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

🔥 New! Insurance accident report analysis:
An example of an insurance accident report analysis
Go to demo folder

🔥 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

🔥 New! PNR analysis:
An example of a PNR analysis with Azure Open AI
Go to demo folder

🔥 New! Project management:
An example of a project management use-case.
Go to demo folder

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

🔥 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

🔥 New! Document translation with Azure Open AI:
Document translation using Azure Open AI
Go to demo folder

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

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/

Azure Open AI

If you still does not have Azure Open AI access, apply now : https://aka.ms/oai/access

Author

05-Sept-2023
Updated 09-Nov-2023

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

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