Azure-OpenAI-demos

Azure-OpenAI-demos

Azure OpenAI (demos, documentation, accelerators).

Stars: 562

Visit
 screenshot

Azure OpenAI demos is a repository showcasing various demos and use cases of Azure OpenAI services. It includes demos for tasks such as image comparisons, car damage copilot, video to checklist generation, automatic data visualization, text analytics, and more. The repository provides a wide range of examples on how to leverage Azure OpenAI for different applications and industries.

README:

Azure OpenAI demos

Azure OpenAI Studio


https://oai.azure.com/portal

New content (09-Sept-2024)

🔥New! Structured outputs with GPT-4o
The GPT-4o-2024-08-06 model is designed to perform a wide range of tasks with minimal cost and latency, making it perfect for applications that require fast, real-time text responses. With the introduction of JSON Structured Outputs, it delivers 100% reliability in evaluations, ensuring outputs perfectly match the defined output schemas. This innovation enhances the efficiency and accuracy of AI-powered applications across diverse use cases.
Go to notebook

🔥New! RAG with Azure Document Intelligence and Azure OpenAI gpt-4o mini (Document analysis).
Demo 1
Demo 2

🔥New! Images analysis with Azure Document Intelligence and Azure OpenAI gpt-4o mini
This notebook provides an example of how to use Azure AI Document Intelligence to output detected figures and the hierarchical document structure in markdown.
Demo

🔥New! Semantic chunking
Semantic Chunking considers the relationships within the text. It divides the text into meaningful, semantically complete chunks. This approach ensures the information’s integrity during retrieval, leading to a more accurate and contextually appropriate outcome.
Demo

🔥New! Azure OpenAI Batch
The Azure OpenAI Batch API is designed to handle large-scale and high-volume processing tasks efficiently. Process asynchronous groups of requests with separate quota, with 24-hour target turnaround, at 50% less cost than global standard. With batch processing, rather than send one request at a time you send a large number of requests in a single file. Global batch requests have a separate enqueued token quota avoiding any disruption of your online workloads.
Demo

New content (17-July-2024)

🔥New! Neo4j and Azure OpenAI Go to notebooks

New content (18-June-2024)

🔥New! Azure OpenAI model benchmarks Go to notebook

New content (04-June-2024)

🔥New! Autogen demos Go to demo folder

New content (23-May-2024)

🔥New! GPT-4o Python SDK demo Go to demo
🔥New! Phi-3 Vision demo Go to demo

New content (15-May-2024)

🔥New! GPT-4o Go to document

New content (06-March-2024)

🔥New! Image comparisons: Go to demo
🔥New! Build your car damage copilot: Go to demo
🔥New! Chat with your own videos: Go to demo
🔥New! Video to checklist generation: Go to demo
🔥New! Video dubbing (football example): Go to demo

➡️ PowerPoint presentation of Azure OpenAI GPT-4 Turbo vision capabilities: Go to document
📹 Demos videos are available here: Go to demos videos on YouTube

New content (10-Jan-2024)

🔥New! Generic Azure OpenAI GPT-4 Turbo with Vision demos: Go to demo
🔥New! Build your images copilot retail description products demo using Azure OpenAI GPT-4 Turbo with Vision: Go to demo
🔥New! Build your images copilot for plants using Azure OpenAI GPT-4 Turbo with Vision: Go to demo
🔥New! Car report copilot for Insurance industry using Azure OpenAI GPT-4 Turbo with Vision and Azure AI enhancements: Go to demo
🔥New! Automatic images extraction and analysis from a PDF file using Azure OpenAI GPT-4 Turbo with Vision: Go to demo

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 OpenAI: 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 OpenAI 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 OpenAI: Go to demo
🔥 New! Time series analysis and forecasting with Azure OpenAI: Go to demo
🔥 New! Webscraping analysis documents with Azure OpenAI: Go to demo
🔥 New! Airport code identification: Go to demo

New content (12-Oct-2023)

🔥 New! GPT35 Turbo Instruct model with Azure OpenAI: Go to demo
🔥 New! Writer assistant: Go to demo
🔥 New! Data generation with Azure OpenAI: 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 OpenAI: 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 OpenAI:
How to use Bing services to search images from a prompt, to generate a new image using Dalle 2 from Azure OpenAI 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 OpenAI
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 OpenAI Whisper for Speech to Text and analysis:
Use of Azure OpenAI Whisper new integration for speech to text and analysis with Azure OpenAI.
Go to demo folder

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

🔥 New! YouTube video analysis with Azure OpenAI:
YouTube video processing to generate insights using Azure OpenAI
Go to demo folder

Azure OpenAI demos

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

- Azure OpenAI quick demos:
Some demos for a quick Azure OpenAI 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 OpenAI and Azure Cognitive Search and its vector store
Go to demo folder

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

- PDF documents analysis with Langchain, Azure OpenAI and Azure Cognitive Search:
A demo about analysing PDF documents with Langchain, Azure OpenAI 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 OpenAI and Dall e 2
Go to demo folder

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

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

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

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

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

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

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

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

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

- Utilities:
Some Azure OpenAI 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 OpenAI and Azure Speech services for Speech to Text and Text to Speech
Go to demo folder

Usecases

  • Movies recommendation system using Azure OpenAI and Azure Cognitive Search:


Go to demo folder

Some screenshots from the movies recommendation app using Azure OpenAI:


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

Azure OpenAI links

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

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

Azure OpenAI Studio:
https://oai.azure.com/portal

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

Azure OpenAI 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 OpenAI 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 OpenAI ressources

Learn Azure OpenAI
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 OpenAI 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 OpenAI pricing

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

Azure OpenAI

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

Author

Date of creation: 05-Sept-2023
Updated: 09-Sept-2024

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

For Tasks:

Click tags to check more tools for each tasks

For Jobs:

Alternative AI tools for Azure-OpenAI-demos

Similar Open Source Tools

For similar tasks

For similar jobs