Merge pull request #173990 from shivanissambare/update-curated-env

adding infernece curated environment and MCR

Author: PRMerger13

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

@@ -204,4 +204,44 @@ For more information on AutoML and Azure ML pipelines, see [use automated ML in
 
 ## Inference only curated environments and prebuilt docker images
 
-Read about inference only curated environments and MCR path for prebuilt docker images, see [prebuilt Docker images for inference](concept-prebuilt-docker-images-inference.md#list-of-prebuilt-docker-images-for-inference).
+* All the docker images run as non-root user.
+* We recommend using `latest` tag for docker images. Prebuilt docker images for inference are published to Microsoft container registry (MCR), to query list of tags available, follow [instructions on their GitHub repository](https://github.com/microsoft/ContainerRegistry#browsing-mcr-content).
+
+### TensorFlow
+
+Framework version | CPU/GPU | Pre-installed packages | MCR Path | Curated environment
+ --- | --- | --- | --- | --- |
+ 1.15 | CPU | pandas==0.25.1 </br> numpy=1.20.1 | `mcr.microsoft.com/azureml/tensorflow-1.15-ubuntu18.04-py37-cpu-inference:latest`  | AzureML-tensorflow-1.15-ubuntu18.04-py37-cpu-inference | 
+2.4 | CPU | numpy>=1.16.0 </br> pandas~=1.1.x | `mcr.microsoft.com/azureml/tensorflow-2.4-ubuntu18.04-py37-cpu-inference:latest` | AzureML-tensorflow-2.4-ubuntu18.04-py37-cpu-inference |
+2.4 | GPU | numpy >= 1.16.0 </br> pandas~=1.1.x </br> CUDA==11.0.3 </br> CuDNN==8.0.5.39 | `mcr.microsoft.com/azureml/tensorflow-2.4-ubuntu18.04-py37-cuda11.0.3-gpu-inference:latest` | AzureML-tensorflow-2.4-ubuntu18.04-py37-cuda11.0.3-gpu-inference |
+
+### PyTorch
+
+Framework version | CPU/GPU | Pre-installed packages | MCR Path | Curated environment
+ --- | --- | --- | --- | --- |
+ 1.6 | CPU | numpy==1.20.1 </br> pandas==0.25.1 | `mcr.microsoft.com/azureml/pytorch-1.6-ubuntu18.04-py37-cpu-inference:latest` | AzureML-pytorch-1.6-ubuntu18.04-py37-cpu-inference |
+1.7 | CPU | numpy>=1.16.0 </br> pandas~=1.1.x | `mcr.microsoft.com/azureml/pytorch-1.7-ubuntu18.04-py37-cpu-inference:latest` | AzureML-pytorch-1.7-ubuntu18.04-py37-cpu-inference |
+
+### SciKit-Learn
+
+Framework version | CPU/GPU | Pre-installed packages | MCR Path | Curated environment
+ --- | --- | --- | --- | --- |
+0.24.1  | CPU | scikit-learn==0.24.1 </br> numpy>=1.16.0 </br> pandas~=1.1.x | `mcr.microsoft.com/azureml/sklearn-0.24.1-ubuntu18.04-py37-cpu-inference:latest` | AzureML-sklearn-0.24.1-ubuntu18.04-py37-cpu-inference |
+
+### ONNX Runtime
+
+Framework version | CPU/GPU | Pre-installed packages | MCR Path | Curated environment
+ --- | --- | --- | --- | --- |
+1.6 | CPU | numpy>=1.16.0 </br> pandas~=1.1.x | `mcr.microsoft.com/azureml/onnxruntime-1.6-ubuntu18.04-py37-cpu-inference:latest` |AzureML-onnxruntime-1.6-ubuntu18.04-py37-cpu-inference |
+
+### XGBoost
+
+Framework version | CPU/GPU | Pre-installed packages | MCR Path | Curated environment
+ --- | --- | --- | --- | --- |
+0.9 | CPU | scikit-learn==0.23.2 </br> numpy==1.20.1 </br> pandas==0.25.1 | `mcr.microsoft.com/azureml/xgboost-0.9-ubuntu18.04-py37-cpu-inference:latest` | AzureML-xgboost-0.9-ubuntu18.04-py37-cpu-inference | 
+
+### No framework
+
+Framework version | CPU/GPU | Pre-installed packages | MCR Path | Curated environment
+ --- | --- | --- | --- | --- |
+NA | CPU | NA | `mcr.microsoft.com/azureml/minimal-ubuntu18.04-py37-cpu-inference:latest` | AzureML-minimal-ubuntu18.04-py37-cpu-inference  |