Azure OpenAI demos
1.0.0
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.
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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! Neo4j and Azure OpenAI
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New! Azure OpenAI model benchmarks
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New! Autogen demos
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New! GPT-4o Python SDK demo
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New! Phi-3 Vision demo
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New! GPT-4o
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New! Image comparisons:
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New! Build your car damage copilot:
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New! Chat with your own videos:
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New! Video to checklist generation:
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New! Video dubbing (football example):
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➡️ PowerPoint presentation of Azure OpenAI GPT-4 Turbo vision capabilities:
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? Demos videos are available here:
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New! Generic Azure OpenAI GPT-4 Turbo with Vision demos:
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New! Build your images copilot retail description products demo using Azure OpenAI GPT-4 Turbo with Vision:
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New! Build your images copilot for plants using Azure OpenAI GPT-4 Turbo with Vision:
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New! Car report copilot for Insurance industry using Azure OpenAI GPT-4 Turbo with Vision and Azure AI enhancements:
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New! Automatic images extraction and analysis from a PDF file using Azure OpenAI GPT-4 Turbo with Vision:
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New! Agenda content generation:
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New! Autogen for stock prices analysis to get stock prices time series, financial analysis and Python visualization:
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New! RAG application usecase (French legal usecase):
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New! Embeddings visualization with Atlas:
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New! Emails summarization:
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New! Image storytelling using Azure Computer Vision and Azure OpenAI:
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New! Interviews questions generation:
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New! Time zone detection:
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New! YouTube speech transcription and summarization with Azure OpenAI whisper:
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New! Automatic data visualisation with LLM:
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New! Semantic kernel demo:
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New! Fine tuning with Azure OpenAI:
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New! Time series analysis and forecasting with Azure OpenAI:
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New! Webscraping analysis documents with Azure OpenAI:
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New! Airport code identification:
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New! GPT35 Turbo Instruct model with Azure OpenAI:
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New! Writer assistant:
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New! Data generation with Azure OpenAI:
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New! Text to emojis and Emojis to text:
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New! Twitter analysis:
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New! PII analysis:
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New! Grammar analysis:
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New! Heath report analysis:
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New! Web article analysis:
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New! Entity analysis:
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New! Docstring generation for python code:
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New! CSV dataset analysis:
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New! GPT4 with Azure OpenAI:
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New! Azure Safety Content for text and images:
How to use Azure Safety Content for moderation on text and images
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New! Chunks management:
Some utilities to manage chunks
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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
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New! Insurance accident report analysis:
An example of an insurance accident report analysis
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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
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New! PNR analysis:
An example of a PNR analysis with Azure OpenAI
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New! Project management:
An example of a project management use-case.
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New! SAS language analysis:
How to analyse SAS language to generate insights and to convert it into others languages.
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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.
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New! Document translation with Azure OpenAI:
Document translation using Azure OpenAI
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New! YouTube video analysis with Azure OpenAI:
YouTube video processing to generate insights using Azure OpenAI
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- Azure OpenAI basics:
Some basic Azure OpenAI demos to understand and discover Azure OpenAI
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- Azure OpenAI quick demos:
Some demos for a quick Azure OpenAI workshop
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- 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.
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- Embeddings with Pandas:
Demo about embeddings using some pandas dataframe
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- Azure Computer Vision and Langchain:
Use of Azure Computer Vision and Langchain
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- 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
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- 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
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- 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
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- Llama:
Simple introduciton to LLAMA
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- Dall-e 2 images generation:
How to generae artificial images with Azure OpenAI and Dall e 2
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- Python function integration:
How to integrate python functions with Azure OpenAI
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- Video Indexer transcripts analysis with Azure OpenAI and Azure Cognitive Search:
How to analyse Azure Video Indexer transcripts with Azure OpenAI
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- Email response generation:
How to generate automatic email response with Azure OpenAI
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- Wikification:
How to do wikification with Azure OpenAI
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- Resume analysis:
How to do resume analysis with Azure OpenAI
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- Text Analytics with Azure OpenAI:
How to do sentiment analysis or text analytics with Azure OpenAI
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- How to call a deployed Prompt Flow model?
Python code to call a prompt flow deployed model.
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- From text to emojis:
How to categorize a text with some emojis with Azure OpenAI
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- Code optimization and conversion:
How to optimize and convert some code with Azure OpenAI
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- PowerPoint generation:
How to generate PowerPoint presentation with Azure OpenAI
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- FHIR analysis:
How to analyse FHIR data (Fast Healthcare Interoperability Resources) with Azure OpenAI
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- Utilities:
Some Azure OpenAI utilities
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- 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
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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:
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 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
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
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
https://techcommunity.microsoft.com/t5/azure-architecture-blog/azure-openai-landing-zone-reference-architecture/ba-p/3882102
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
https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/
If you still does not have Azure OpenAI access, apply now : https://aka.ms/oai/access
Date of creation: 05-Sept-2023
Updated: 09-Sept-2024
Serge Retkowsky | [email protected] | https://www.linkedin.com/in/serger/
