[LAB] AKS GPU Cluster on AML

**Please describe the lab you are proposing**
This Lab will be focusing on creating an AML (Azure Machine Learning) compute backed by an AKS (Azure Kubernetes Service) GPU with IB cluster and running a distributed AML job on it with Infiniband support.

For more details:
https://github.com/maljazaery/AML_AKS_GPU_IB_CLUSTER/blob/main/main.ipynb

**If possible, provide a rough outline of the proposed lab**
- Prepare Azure resources
- Deploy and configure the AKS gpu cluster with Infiniband
- Install required Kubernetes and AzureML components
- Attach the cluster to AzureML and validate Infiniband performance
- Submit AML Job for NCCL test.

**Potential category. Please check one.**

- [ ] Networking
- [ ] Security
- [ ] Storage
- [ ] Operations
- [X ] AI/ML
- [ ] Platform Engineering
- [ ] Other. Please specify in a new line below if none of the categories above fit.

**Are you willing to be added to the CODEOWNERS file for this lab?**

- [ X] Yes

Start by reading and running main.ipynb from the linked AML_AKS_GPU_IB_CLUSTER repository. Compare its Azure resource preparation, AKS GPU and Infiniband setup, AzureML attachment, and NCCL test steps with this lab proposal. Done means the lab documents and demonstrates a distributed AML job with Infiniband support.

Written by the indexing model from the issue text.