Merge pull request #685 from ZacharyRiffle/main

Fixing Format for Alexis

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

@@ -2,7 +2,7 @@
 layout: page
 title: Azure OpenAI
 description: Azure OpenAI Resources
-updated: 2024-02-01
+updated: 2024-02-02
 permalink: /skilling/ai-ml-academy/resources/openai
 tags: 
 - azure
@@ -22,26 +22,29 @@ 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)
-- 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.
+- 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 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)
+
+**In Recent News**: OpenAI launched the Assistants API at its OpenAI Dev Day in November 2023, and as of 02/02/24, 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](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)
+- [Azure OpenAI – YouTube](https://www.youtube.com/watch?v=dDDJIemqUp4)
 - [Model Availability](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models)
-- Quotas & Limitations: [Azure OpenAI Service Quotas & Limits — Azure Cognitive Services](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/quotas-limits?branch=release-azure-openai-preview)
+- Quotas & Limitations: [Azure OpenAI Service Quotas & Limits – Azure Cognitive Services](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/quotas-limits?branch=release-azure-openai-preview)
 - Pricing: [Azure OpenAI Service Pricing](https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/)
 
 ## Fundamentals
 
 - [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)
+- [Introduction to Azure OpenAI Service – Microsoft Learn](https://learn.microsoft.com/training/modules/explore-azure-openai)
 - [How to ground models](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/how-to/chatgpt?pivots=programming-language-chat-completions#using-data-for-grounding)
-- [ChatGPT Enterprise: Revolutionize your Enterprise Data with ChatGPT: Next-gen Apps w/ Azure OpenAI and Cognitive Search — Microsoft Community Hub](https://techcommunity.microsoft.com/t5/ai-applied-ai-blog/revolutionize-your-enterprise-data-with-chatgpt-next-gen-apps-w/ba-p/3762087)
-- [GPT4 Model: How to work with the ChatGPT and GPT-4 models (Preview) — Azure OpenAI Service](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/how-to/chatgpt?pivots=programming-language-chat-completions)
+- [ChatGPT Enterprise: Revolutionize your Enterprise Data with ChatGPT: Next-gen Apps w/ Azure OpenAI and Cognitive Search – Microsoft Community Hub](https://techcommunity.microsoft.com/t5/ai-applied-ai-blog/revolutionize-your-enterprise-data-with-chatgpt-next-gen-apps-w/ba-p/3762087)
+- [GPT4 Model: How to work with the GPT-35-Turbo and GPT-4 models — Azure OpenAI Service](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/how-to/chatgpt?pivots=programming-language-chat-completions)
 
 Evaluating models:
 
@@ -62,9 +65,7 @@ AI Business Material:
 - [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.
-
-
+-  **[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
 
@@ -75,19 +76,20 @@ Tooling:
 - [JARVIS](https://github.com/microsoft/JARVIS) - Collaborative system that uses an LLM as the controller
 - [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 
--  [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)
+## Expert
+
+-  [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.
+- **[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 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 receive 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 Ignite 2023](https://ignite.microsoft.com/en-US/):** Watch 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](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
 
@@ -99,13 +101,13 @@ Tooling:
 - [AI-powered Call Center Architecture Example](https://github.com/amulchapla/AI-Powered-Call-Center-Intelligence)
 - [Business Process Automation Accelerator](https://github.com/Azure/business-process-automation) - Provides a no-code Studio for users to quickly build complex, multi-stage AI pipelines across multiple Azure AI and ML Services
 - [Microsoft Tech Community: Azure OpenAI (GPT) with Power Apps](https://techcommunity.microsoft.com/t5/ai-machine-learning-blog/azure-open-ai-gpt-with-power-apps-build-a-power-app-to-create/ba-p/3730864) - Build a Power App to create a demo or Personal Knowledge Bot
-- [Build a low code conversational SMS bot with Azure Communication Services & Azure OpenAI](https://techcommunity.microsoft.com/t5/azure-communication-services/build-a-low-code-conversational-sms-bot-with-azure-communication/ba-p/3749180)
+- [Build a low-code conversational SMS bot with Azure Communication Services & Azure OpenAI](https://techcommunity.microsoft.com/t5/azure-communication-services/build-a-low-code-conversational-sms-bot-with-azure-communication/ba-p/3749180)
 - [Q&A using Azure OpenAI & document's vector embeddings](https://github.com/ruoccofabrizio/azure-open-ai-embeddings-qna/tree/main)
 - [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)
+- [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)
@@ -114,8 +116,8 @@ Tooling:
 
 ## Interesting Reads
 
-- [New Microsoft Copilot Studio implementation guide](https://microsoftcopilotstudio.microsoft.com/en-us/blog/new-microsoft-copilot-studio-implementation-guide/)
+- [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)
+- [Using Microsoft Fabric’s Lakehouse Data and prompt flow in Azure Machine Learning Service to create RAG applications – Microsoft Fabric Blog](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)

_docs/Skilling/Developer Velocity Academy/index.md

@@ -3,7 +3,7 @@ layout: page
 title: Developer Velocity Academy
 description: Developer Velocity Academy
 permalink: /skilling/developer-velocity-academy
-updated: 2023-10-02
+updated: 2024-02-02
 showbreadcrumb: true
 navheadersonly: true
 tags: