Merge pull request #210320 from jesscioffi/main

Update resource-curated-environments.md

Author: prmerger-automator[bot]

articles/machine-learning/resource-curated-environments.md

@@ -31,6 +31,23 @@ This article lists the curated environments with latest framework versions in Az
 
 ## Curated environments
 
+
+> [!IMPORTANT]
+> Items marked (preview) in this article are currently in public preview.
+> The 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/).
+
+### Azure Curated Environment for PyTorch (preview)
+
+**Description**: The Azure Curated Environment for PyTorch is optimized for large, distributed deep learning workloads. it comes pre-packaged with the best of Microsoft technologies for accelerated training, e.g., OnnxRuntime Training (ORT), DeepSpeed, MSCCL, etc. 
+
+The following configurations are supported: 
+
+| Environment Name | OS | GPU Version| Python Version | PyTorch Version | ORT-training Version | DeepSpeed Version | torch-ort Version | 
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| AzureML-ACPT-pytorch-1.11-py38-cuda11.3-gpu | Ubuntu 20.04  | cu113 | 3.8 | 1.11.0 | 1.11.1 | 0.7.1 | 1.11.0 | 
+| AzureML-ACPT-pytorch-1.11-py38-cuda11.5-gpu | Ubuntu 20.04  | cu115 | 3.8 | 1.11.0 | 1.11.1 | 0.7.1 | 1.11.0 |
+
 ### PyTorch
 
 **Name**: AzureML-pytorch-1.10-ubuntu18.04-py38-cuda11-gpu