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Repository files navigation

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/