Add link to AML examples. (#916)

Co-authored-by: Jeff Rasley <jerasley@microsoft.com>

README.md

@@ -33,6 +33,7 @@ information [here](https://innovation.microsoft.com/en-us/exploring-ai-at-scale)
 
 
 # News
+* [2021/04/01] [[DeepSpeed on AzureML] Transformers and CIFAR examples are now available on AzureML GitHub](https://github.com/Azure/azureml-examples/tree/main/workflows/train/deepspeed)
 * [2021/03/30] [[PyTorch Lightning Blog] Accessible Multi-Billion Parameter Model Training with PyTorch Lightning + DeepSpeed](https://medium.com/pytorch-lightning/accessible-multi-billion-parameter-model-training-with-pytorch-lightning-deepspeed-c9333ac3bb59)
 * [2021/03/16] [1-bit Adam v2: NCCL-based implementation and more](https://www.deepspeed.ai/tutorials/onebit-adam/)
 * [2021/03/08] [ZeRO-3 Offload: Scale your models to trillion parameters without code changes while leveraging both CPUs & GPUs](https://www.deepspeed.ai/news/2021/03/07/zero3-offload.html)

docs/_tutorials/azure.md

@@ -10,6 +10,8 @@ benefit all your large model training jobs.
 
 If you don't already have an Azure account please see more details here: [https://azure.microsoft.com/](https://azure.microsoft.com/).
 
+To use DeepSpeed on [Azure ML](https://azure.microsoft.com/en-us/services/machine-learning/), please take a look at easy-to-use examples for Transformers and CIFAR training from [AzureML Examples GitHub](https://github.com/Azure/azureml-examples/tree/main/workflows/train/deepspeed).
+
 To help with launching Azure instances we suggest using the [Azure
 CLI](https://docs.microsoft.com/en-us/cli/azure/?view=azure-cli-latest). We have created
 several helper scripts to get you quickly started using DeepSpeed with Azure.

docs/_tutorials/getting-started.md

@@ -9,6 +9,7 @@ date: 2020-05-15
 
 * Installing is as simple as `pip install deepspeed`, [see more details](/tutorials/advanced-install/).
 * Please see our [Azure tutorial](/tutorials/azure/) to get started with DeepSpeed on Azure!
+* To get started with DeepSpeed on AzureML, please see the [AzureML Examples GitHub](https://github.com/Azure/azureml-examples/tree/main/workflows/train/deepspeed)
 * If you're not on Azure, we recommend using our docker image via `docker pull deepspeed/deepspeed:latest` which contains a pre-installed version of DeepSpeed and all the necessary dependencies.
 
 ## Writing DeepSpeed Models

docs/index.md

@@ -30,6 +30,7 @@ initiative to enable next-generation AI capabilities at scale, where you can fin
 information [here](https://innovation.microsoft.com/en-us/exploring-ai-at-scale).
 
 # What's New?
+* [2021/04/02] [[DeepSpeed on AzureML] Transformers and CIFAR examples are now available on AzureML GitHub](https://github.com/Azure/azureml-examples/tree/main/workflows/train/deepspeed)
 * [2021/03/30] [[PyTorch Lightning Blog] Accessible Multi-Billion Parameter Model Training with PyTorch Lightning + DeepSpeed](https://medium.com/pytorch-lightning/accessible-multi-billion-parameter-model-training-with-pytorch-lightning-deepspeed-c9333ac3bb59)
 * [2021/03/16] [1-bit Adam v2: NCCL-based implementation and more](https://www.deepspeed.ai/tutorials/onebit-adam/)
 * [2021/03/08] [ZeRO-3 Offload: Scale your models to trillion parameters without code changes while leveraging both CPUs & GPUs](https://www.deepspeed.ai/news/2021/03/07/zero3-offload.html)