Merge pull request #173991 from saachigopal/patch-18

Update resource-curated-environments.md

Author: PRMerger17

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

@@ -22,12 +22,12 @@ This article lists the curated environments with latest framework versions in Az
 
 ## PyTorch
 
-**Name** - AzureML-pytorch-1.9-ubuntu18.04-py37-cuda11-gpu  
-**Description** - An environment for deep learning with PyTorch containing the AzureML Python SDK and additional python packages.  
-**Dockerfile configuration** - The following Dockerfile can be customized for your personal workflows:
+**Name**: AzureML-pytorch-1.9-ubuntu18.04-py37-cuda11-gpu  
+**Description**: An environment for deep learning with PyTorch containing the AzureML Python SDK and additional python packages.  
+**Dockerfile configuration**: The following Dockerfile can be customized for your personal workflows.
 
 ```dockerfile
-FROM mcr.microsoft.com/azureml/openmpi4.1.0-cuda11.1-cudnn8-ubuntu18.04:20210906.v1
+FROM mcr.microsoft.com/azureml/openmpi4.1.0-cuda11.1-cudnn8-ubuntu18.04:20210922.v1
 
 ENV AZUREML_CONDA_ENVIRONMENT_PATH /azureml-envs/pytorch-1.9
 
@@ -72,12 +72,12 @@ ENV LD_LIBRARY_PATH $AZUREML_CONDA_ENVIRONMENT_PATH/lib:$LD_LIBRARY_PATH
 
 ## LightGBM
 
-**Name** - AzureML-lightgbm-3.2-ubuntu18.04-py37-cpu  
-**Description** - An environment for machine learning with Scikit-learn, LightGBM, XGBoost, Dask containing the AzureML Python SDK and additional packages.  
-**Dockerfile configuration** - The following Dockerfile can be customized for your personal workflows:
+**Name**: AzureML-lightgbm-3.2-ubuntu18.04-py37-cpu  
+**Description**: An environment for machine learning with Scikit-learn, LightGBM, XGBoost, Dask containing the AzureML Python SDK and additional packages.  
+**Dockerfile configuration**: The following Dockerfile can be customized for your personal workflows.
 
 ```dockerfile
-FROM mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04:20210906.v1
+FROM mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04:20210922.v1
 
 ENV AZUREML_CONDA_ENVIRONMENT_PATH /azureml-envs/lightgbm
 
@@ -114,12 +114,12 @@ ENV LD_LIBRARY_PATH $AZUREML_CONDA_ENVIRONMENT_PATH/lib:$LD_LIBRARY_PATH
 ```
 
 ## Sklearn
-**Name** - AzureML-sklearn-0.24-ubuntu18.04-py37-cuda11-gpu  
-**Description** - An environment for tasks such as regression, clustering, and classification with Scikit-learn. Contains the AzureML Python SDK and additional python packages.  
-**Dockerfile configuration** - The following Dockerfile can be customized for your personal workflows:
+**Name**: AzureML-sklearn-0.24-ubuntu18.04-py37-cuda11-gpu  
+**Description**: An environment for tasks such as regression, clustering, and classification with Scikit-learn. Contains the AzureML Python SDK and additional python packages.  
+**Dockerfile configuration**: The following Dockerfile can be customized for your personal workflows.
 
 ```dockerfile
-FROM mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04:20210906.v1
+FROM mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04:20210922.v1
 
 ENV AZUREML_CONDA_ENVIRONMENT_PATH /azureml-envs/sklearn-0.24.1
 
@@ -150,12 +150,12 @@ ENV LD_LIBRARY_PATH $AZUREML_CONDA_ENVIRONMENT_PATH/lib:$LD_LIBRARY_PATH
 
 ## TensorFlow
 
-**Name** - AzureML-tensorflow-2.4-ubuntu18.04-py37-cuda11-gpu  
-**Description** - An environment for deep learning with Tensorflow containing the AzureML Python SDK and additional python packages.  
-**Dockerfile configuration** - The following Dockerfile can be customized for your personal workflows:
+**Name**: AzureML-tensorflow-2.4-ubuntu18.04-py37-cuda11-gpu  
+**Description**: An environment for deep learning with Tensorflow containing the AzureML Python SDK and additional python packages.  
+**Dockerfile configuration**: The following Dockerfile can be customized for your personal workflows:
 
 ```dockerfile
-FROM mcr.microsoft.com/azureml/openmpi4.1.0-cuda11.0.3-cudnn8-ubuntu18.04:20210906.v1
+FROM mcr.microsoft.com/azureml/openmpi4.1.0-cuda11.0.3-cudnn8-ubuntu18.04:20210922.v1
 
 ENV AZUREML_CONDA_ENVIRONMENT_PATH /azureml-envs/tensorflow-2.4