Merge pull request #684 from alexistj/patch-5

Update OpenAI.md

_docs/Skilling/AI ML Academy/Resources/OpenAI.md

@@ -2,7 +2,7 @@
 layout: page
 title: Azure OpenAI
 description: Azure OpenAI Resources
-updated: 2024-01-29
+updated: 2024-02-01
 permalink: /skilling/ai-ml-academy/resources/openai
 tags: 
 - azure
@@ -22,13 +22,12 @@ Azure OpenAI is designed to accelerate the development of AI applications, allow
 ## Request Access
 
 - Rate Increase: [Azure OpenAI Service: Request for Quota Increase (microsoft.com)](https://customervoice.microsoft.com/Pages/ResponsePage.aspx?id=v4j5cvGGr0GRqy180BHbR7en2Ais5pxKtso_Pz4b1_xUMkkzRUlBMFBPT1ZQM01DODJNV1BEVENUTCQlQCN0PWcu)
-- Form Recognizer Query: [Form Recognizer private preview access request (microsoft.com)](https://customervoice.microsoft.com/Pages/ResponsePage.aspx?id=v4j5cvGGr0GRqy180BHbR7en2Ais5pxKtso_Pz4b1_xUQTRDQUdHMTBWUDRBQ01QUVNWNlNYMVFDViQlQCN0PWcu)
 - GPT4: GPT-4 and GPT-4-32k are now available to all Azure OpenAI Service customers. You no longer need to request access to use GPT-4 and GPT-4-32k. Availability is still currently limited by region to ensure a smooth rollout. You still need to apply for the AOAI Service if you do not have that already.
 
 ## Keeping Up
-
+- **In Recent News**: OpenAI launched the Assistants API at its OpenAI Dev Day event in November 2023, and as of 02/01/24, it is now available in preview in Azure OpenAI Service. The Assistants API makes it easy to create intelligent AI assistant and copilot-like experiences within an application, with in-built state and memory management and tools like Code Interpreter, Retrieval, and Function Calling. [Quickstart - Getting started with Azure OpenAI Assistants (Preview) - Azure OpenAI | Microsoft Learn](https://github.com/microsoft/PartnerResources/assets/36856999/fd2384e2-cf9c-412c-a633-38a2bab76bbc)
+
 **Please visit our Academy page to see Code Snippets & Architecture Examples: [AI & ML Academy](https://microsoft.github.io/PartnerResources/skilling/ai-ml-academy).**
-
 - [What’s New in Azure OpenAI](https://learn.microsoft.com/azure/cognitive-services/openai/whats-new)
 - [Azure OpenAI — YouTube](https://www.youtube.com/watch?v=dDDJIemqUp4)
 - [Model Availability](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models)
@@ -37,7 +36,6 @@ Azure OpenAI is designed to accelerate the development of AI applications, allow
 
 ## Fundamentals
 
-- [Azure OpenAI Product Page](https://azure.microsoft.com/services/cognitive-services/openai-service/)
 - [Azure OpenAI Documentation – Overview, QuickStart, tutorials, how-to guides, API reference](https://learn.microsoft.com/azure/cognitive-services/openai/)
 - [Video: Combining OpenAI models with the power of Azure](https://learn.microsoft.com/en-us/shows/ai-show/azure-openaigenerative-ai-learning)
 - [Introduction to Azure OpenAI Service — Microsoft Learn](https://learn.microsoft.com/training/modules/explore-azure-openai)
@@ -59,6 +57,15 @@ Responsible AI:
 - [Content Filtering: Azure OpenAI Content Filtering](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/concepts/content-filter?source=recommendations)
 - [Microsoft Azure Legal Information](https://azure.microsoft.com/en-us/support/legal/)
 
+AI Business Material:
+- [AI Use Cases for Business Leaders](https://acrobat.adobe.com/id/urn:aaid:sc:US:d0fc3c91-c0e5-4c41-9c90-9e1a444e4928?viewer%21megaVerb=group-discover)
+- [Azure AI Customer Stories](https://www.microsoft.com/en-us/AI/customer-stories)
+
+Tooling:
+-  [The Azure OpenAI benchmarking tool](https://github.com/Azure/azure-openai-benchmark) helps you test and measure the performance of your provisioned throughput deployments. These deployments give you a fixed amount of model compute, but the actual performance depends on factors like: prompt size, generation size and call rate.The tool sends test traffic to your deployment and shows you the throughput, latency and utilization statistics. You can use it to try different traffic patterns and find the best settings for your prompt size, generation size and PTUs.
+
+
+
 ## Associate
 
 - [How to generate text with Azure OpenAI](https://learn.microsoft.com/azure/cognitive-services/openai/how-to/completions) - Learn how to generate or manipulate text, including code with Azure OpenAI
@@ -69,16 +76,22 @@ Responsible AI:
 - [Can ChatGPT work with your enterprise data?](https://www.youtube.com/watch?v=tW2EA4aZ_YQ&t=27s) - Bring OpenAI’s ChatGPT model in Azure to your own enterprise-grade app experiences with precise control over the knowledge base, for in-context and relevant responses. Interact with your organization’s private internal data, while respecting the information protection controls put in place.
 
 ## Expert 
-- [Azure Cognitive Search + LangChain](https://techcommunity.microsoft.com/t5/azure-ai-services-blog/azure-cognitive-search-and-langchain-a-seamless-integration-for/ba-p/3901448)
+-  [What is semantic link (preview)?](https://learn.microsoft.com/en-us/fabric/data-science/semantic-link-overview)
+-  [Azure OpenAI for big data](https://learn.microsoft.com/en-us/fabric/data-science/open-ai)
+-  [Security Filters for Azure AI Search Indices](https://learn.microsoft.com/en-us/azure/search/search-security-trimming-for-azure-search)
+-  [Azure Cognitive Search + LangChain](https://techcommunity.microsoft.com/t5/azure-ai-services-blog/azure-cognitive-search-and-langchain-a-seamless-integration-for/ba-p/3901448)
+
 
 ## Events
+- **[Microsoft AI Tour 2024 In-person](https://envision.microsoft.com/en-US/home)**
+- **[The First Annual Microsoft Fabric Community Conference In-person March 26-28, 2024](https://fabricconf.com/?ocid=fabric24_fabcon_t2-learnpromotion_cnl#!/)**:See firsthand how Microsoft Fabric and the rest of the data and AI products at Microsoft can help your organization prepare for the era of AI. You’ll hear from leading Microsoft and community experts from around the world and get hands on experiences with the latest features from Microsoft Fabric, Power BI, Databases, Azure AI, Microsoft Purview, and more.
 
 ### Past
 - **[Microsoft Ignite 2023](https://ignite.microsoft.com/en-US/):** View the recordings for various sessions, covering updates on services, product announcements and demos.
-- **[Microsoft Build](https://build.microsoft.com/):** Catch the recordings from the event. See **[Microsoft Build 2023 Recommended AI Session Guide]({{ site.baseurl }}/assets/aiml/Microsoft Build 2023 Recommended AI Session Guide.pdf)**
+- **[Microsoft Build](https://build.microsoft.com/):** Catch the recordings from the event. See **[Microsoft Build 2023 Recommended AI Session Guide](https://microsoft.github.io/PartnerResources/assets/aiml/Microsoft%20Build%202023%20Recommended%20AI%20Session%20Guide.pdf)**
 - **[Azure OpenAI What the Hack (WTH)](https://msuspartners.eventbuilder.com/AIMLPartnerPrep):** This introductory hackathon will provide participants with hands-on experience on how to integrate the Azure OpenAI offering
 
-## Demos & Codes
+## Demos & Code Samples
 
 - [Customer Service Conversational Insights with Azure OpenAI — Architecture Example](https://github.com/microsoft/Customer-Service-Conversational-Insights-with-Azure-OpenAI-Services)
 - [OpenAI End-to-End Code Snippets](https://github.com/Azure/openai-samples)
@@ -91,7 +104,8 @@ Responsible AI:
 - [Create a chatbot using enterprise data with DevOps best practices](https://github.com/oaviles/hello_openaibot)
 
 ## Community Resources
-
+- [AI - Azure Platform Blog - Microsoft Community Hub](https://techcommunity.microsoft.com/t5/ai-ai-platform-blog/bg-p/AIPlatformBlog)
+- [AI - Azure AI services Blog - Microsoft Community Hub](https://techcommunity.microsoft.com/t5/ai-azure-ai-services-blog/bg-p/Azure-AI-Services-blog)
 - [Microsoft Q&A](https://learn.microsoft.com/answers/tags/387/azure-openai) - Get answers to your questions using the tag: *azure-openai*
 - [OpenAI Python Library - examples · PyPI](https://pypi.org/project/openai/)
 - [OpenAI Cookbook](https://github.com/openai/openai-cookbook)
@@ -100,4 +114,8 @@ Responsible AI:
 
 ## Interesting Reads
 
-- [Building GPT-3 applications — beyond the prompt](https://medium.com/data-science-at-microsoft/building-gpt-3-applications-beyond-the-prompt-504140835560)
+- [New Microsoft Copilot Studio implementation guide](https://microsoftcopilotstudio.microsoft.com/en-us/blog/new-microsoft-copilot-studio-implementation-guide/)
+- [Vector Similarity Search with Azure SQL database and OpenAI](https://devblogs.microsoft.com/azure-sql/vector-similarity-search-with-azure-sql-database-and-openai/)
+- [Using Microsoft Fabric’s Lakehouse Data and prompt flow in Azure Machine Learning Service to create RAG applications | Microsoft Fabric Blog | Microsoft Fabric](https://blog.fabric.microsoft.com/en-gb/blog/using-microsoft-fabrics-lakehouse-data-and-prompt-flow-in-azure-machine-learning-service-to-create-rag-applications?ft=Data-science:category)
+- [Azure AI Search: Outperforming vector search with hybrid retrieval and ranking capabilities - Microsoft Community Hub!](https://techcommunity.microsoft.com/t5/ai-azure-ai-services-blog/azure-ai-search-outperforming-vector-search-with-hybrid/ba-p/3929167)
+- [Building GPT-3 applications — beyond the prompt](https://medium.com/data-science-at-microsoft/building-gpt-3-applications-beyond-the-prompt-504140835560)