Merge pull request #246063 from jesscioffi/main

Update docs to include Win 22 DSVM Preview

Author: v-shils

articles/machine-learning/data-science-virtual-machine/dsvm-tools-productivity.md

@@ -15,9 +15,14 @@ ms.date: 05/12/2021
 
 In addition to the data science and programming tools, the DSVM contains productivity tools to help you capture and share insights with your colleagues. Microsoft 365 is the most productive and most secure Office experience for enterprises, allowing your teams to work together seamlessly from anywhere, anytime. With Power BI Desktop you can go from data to insight to action. And the Microsoft Edge browser is a modern, fast, and secure Web browser. 
 
-| Tool | Windows 2019 Server DSVM | Linux DSVM | Usage notes |
-|--|:-:|:-:|:-|
-| [Microsoft 365](https://www.microsoft.com/microsoft-365) (Word, Excel, PowerPoint) | <span class='green-check'>&#9989; </span> | <span class='red-x'>&#10060; </span> |  |
-| [Microsoft Teams](https://www.microsoft.com/microsoft-teams) | <span class='green-check'>&#9989; </span> | <span class='red-x'>&#10060; </span> |  |
-| [Power BI Desktop](https://powerbi.microsoft.com/) | <span class='green-check'>&#9989; </span>| <span class='red-x'>&#10060; </span> |  |
-| [Microsoft Edge Browser](https://www.microsoft.com/edge) | <span class='green-check'>&#9989; </span> | <span class='red-x'>&#10060; </span> |  |
+> [!IMPORTANT]
+> This feature is currently in public preview.
+> This preview version is provided without a service-level agreement, and it's not recommended for production workloads. Certain features might not be supported or might have constrained capabilities. 
+> For more information, see [Supplemental Terms of Use for Microsoft Azure Previews](https://azure.microsoft.com/support/legal/preview-supplemental-terms/).
+
+| Tool | Windows 2019 Server DSVM | Windows 2022 Server DSVM (Preview) | Linux DSVM | Usage notes |
+|--|:-:|:-:|:-:|:-|
+| [Microsoft 365](https://www.microsoft.com/microsoft-365) (Word, Excel, PowerPoint) | <span class='green-check'>&#9989; </span> | <span class='green-check'>&#9989; </span> | <span class='red-x'>&#10060; </span> |  |
+| [Microsoft Teams](https://www.microsoft.com/microsoft-teams) | <span class='green-check'>&#9989; </span> | <span class='green-check'>&#9989; </span> | <span class='red-x'>&#10060; </span> |  |
+| [Power BI Desktop](https://powerbi.microsoft.com/) | <span class='green-check'>&#9989; </span> | <span class='green-check'>&#9989; </span>| <span class='red-x'>&#10060; </span> |  |
+| [Microsoft Edge Browser](https://www.microsoft.com/edge) | <span class='green-check'>&#9989; </span> | <span class='green-check'>&#9989; </span> | <span class='red-x'>&#10060; </span> |  |

articles/machine-learning/data-science-virtual-machine/overview.md

@@ -15,11 +15,17 @@ ms.date: 06/23/2022
 
 # What is the Azure Data Science Virtual Machine for Linux and Windows?
 
+> [!IMPORTANT]
+> This feature is currently in public preview.
+> This preview version is provided without a service-level agreement, and it's not recommended for production workloads. Certain features might not be supported or might have constrained capabilities. 
+> For more information, see [Supplemental Terms of Use for Microsoft Azure Previews](https://azure.microsoft.com/support/legal/preview-supplemental-terms/).
+
 The Data Science Virtual Machine (DSVM) is a customized VM image on the Azure cloud platform built specifically for doing data science. It has many popular data science tools preinstalled and preconfigured to jump-start building intelligent applications for advanced analytics.
 
 The DSVM is available on:
 
 + Windows Server 2019
++ Windows Server 2022 (Preview)
 + Ubuntu 20.04 LTS
 
 Additionally, we're excited to offer Azure DSVM for PyTorch, which is an Ubuntu 20.04 image from Azure Marketplace that is optimized for large, distributed deep learning workloads. It comes preinstalled and validated with the latest PyTorch version to reduce setup costs and accelerate time to value. It comes packaged with various optimization functionalities (ONNX Runtime​, DeepSpeed​, MSCCL​, ORTMoE​, Fairscale​, Nvidia Apex​), and an up-to-date stack with the latest compatible versions of Ubuntu, Python, PyTorch, CUDA.
@@ -46,7 +52,7 @@ The DSVM is a customized VM image for Data Science but [Azure Machine Learning](
 
 Key differences between these:
 
-|Feature |Data Science<br>VM |AzureML<br>Compute Instance  | 
+|Feature |Data Science<br>VM |Azure Machine Learning<br>Compute Instance  | 
 |---------|---------|---------|
 | Fully Managed | No        | Yes        |
 |Language Support     |  Python, R, Julia, SQL, C#,<br> Java, Node.js, F#       | Python and R        |
@@ -58,7 +64,7 @@ Key differences between these:
 |Built-in<br>Hosted Notebooks     |   No<br>(requires additional configuration)      |      Yes   |
 |Built-in SSO     | No <br>(requires additional configuration)         |    Yes     |
 |Built-in Collaboration     | No         | Yes        |
-|Preinstalled Tools     |  Jupyter(lab), VSCode,<br> Visual Studio, PyCharm, Juno,<br>Power BI Desktop, SSMS, <br>Microsoft Office 365, Apache Drill       |     Jupyter(lab) |
+|Preinstalled Tools     |  Jupyter(lab), VS Code,<br> Visual Studio, PyCharm, Juno,<br>Power BI Desktop, SSMS, <br>Microsoft Office 365, Apache Drill       |     Jupyter(lab) |
 
 ## Sample use cases