diff --git a/source/examples/xgboost-azure-mnmg-daskcloudprovider/configs/cloud_init.yaml.j2 b/source/examples/xgboost-azure-mnmg-daskcloudprovider/configs/cloud_init.yaml.j2
new file mode 100644
index 00000000..72624b5d
--- /dev/null
+++ b/source/examples/xgboost-azure-mnmg-daskcloudprovider/configs/cloud_init.yaml.j2
@@ -0,0 +1,52 @@
+#cloud-config
+
+
+# Bootstrap
+packages:
+  - apt-transport-https
+  - ca-certificates
+  - curl
+  - gnupg-agent
+  - software-properties-common
+  - ubuntu-drivers-common
+
+# Enable ipv4 forwarding, required on CIS hardened machines
+write_files:
+  - path: /etc/sysctl.d/enabled_ipv4_forwarding.conf
+    content: |
+      net.ipv4.conf.all.forwarding=1
+
+# create the docker group
+groups:
+  - docker
+
+# Add default auto created user to docker group
+system_info:
+  default_user:
+    groups: [docker]
+
+
+runcmd:
+  
+  # Install Docker
+  - curl -fsSL https://download.docker.com/linux/ubuntu/gpg | apt-key add -
+  - add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable"
+  - apt-get update -y
+  - apt-get install -y docker-ce docker-ce-cli containerd.io
+  - systemctl start docker
+  - systemctl enable docker
+  
+
+  
+  # Install NVIDIA driver
+  - DEBIAN_FRONTEND=noninteractive ubuntu-drivers install
+
+  # Install NVIDIA docker
+  - curl -fsSL https://nvidia.github.io/nvidia-docker/gpgkey | sudo apt-key add -
+  - curl -s -L https://nvidia.github.io/nvidia-docker/$(. /etc/os-release;echo $ID$VERSION_ID)/nvidia-docker.list | sudo tee /etc/apt/sources.list.d/nvidia-docker.list
+  - apt-get update -y
+  - apt-get install -y nvidia-docker2
+  - systemctl restart docker
+  
+  # Attempt to run a RAPIDS container to download the container layers and decompress them
+  - 'docker run --net=host --gpus=all --shm-size=256m rapidsai/rapidsai:cuda11.2-runtime-ubuntu18.04-py3.8 dask-scheduler --version'
diff --git a/source/examples/xgboost-azure-mnmg-daskcloudprovider/notebook.ipynb b/source/examples/xgboost-azure-mnmg-daskcloudprovider/notebook.ipynb
index 2f7ccc06..16e8ff81 100644
--- a/source/examples/xgboost-azure-mnmg-daskcloudprovider/notebook.ipynb
+++ b/source/examples/xgboost-azure-mnmg-daskcloudprovider/notebook.ipynb
@@ -20,8 +20,8 @@
     "\n",
     "**NOTE:**  In this notebook, we will explore two possible ways to use `dask-cloudprovider` to run our workloads on Azure VM clusters:\n",
     "\n",
-    "1. [Option 1](#-Option-1:-Use-an-Azure-marketplace-VM-image.-): Using an [Azure Marketplace image](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/nvidia.ngc_azure_17_11?tab=overview) made available for free from NVIDIA. The RAPIDS container will be subsequently downloaded once the VMs start up.\n",
-    "2. [Option 2](#-Option-2:-Set-up-an-Azure-Customized-VM.-): Using [`packer`](https://docs.microsoft.com/en-us/azure/virtual-machines/linux/build-image-with-packer) to create a custom VM image to be used in the cluster. This image will include the RAPIDS container, and having the container already inside the image should speed up the process of provisioning the cluster.\n",
+    "1. [Option 1](Use-an-Azure-marketplace-VM-image): Using an [Azure Marketplace image](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/nvidia.ngc_azure_17_11?tab=overview) made available for free from NVIDIA. The RAPIDS container will be subsequently downloaded once the VMs start up.\n",
+    "2. [Option 2](Set-up-an-Azure-Customized-VM): Using [`packer`](https://docs.microsoft.com/en-us/azure/virtual-machines/linux/build-image-with-packer) to create a custom VM image to be used in the cluster. This image will include the RAPIDS container, and having the container already inside the image should speed up the process of provisioning the cluster.\n",
     "\n",
     "#### You can either use Option 1 or use Option 2.\n",
     "---"
@@ -324,6 +324,7 @@
     "tags": []
    },
    "source": [
+    "(Set-up-an-Azure-Customized-VM)=\n",
     "### <span style=\"color:#8735fb; font-size:20pt\"> Option 2: Set up an Azure Customized VM </span>\n",
     "\n",
     "#### If you already have a customized VM and you know its resource id, jump to [Step f. of Option 2](#f.-Set-up-customized-VM-information-and-clear-default-dask-config.) "
@@ -596,6 +597,7 @@
     "tags": []
    },
    "source": [
+    "(Use-an-Azure-marketplace-VM-image)=\n",
     "### <span style=\"color:#8735fb; font-size:20pt\"> Step 2.1: Start the VM Cluster in Azure </span>\n",
     "\n",
     "Here, if you have used Option 1, i.e., the NVIDIA VM image, pass an empty string for `vm_image` information. \n",
@@ -2509,9 +2511,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "rapids-23.08",
+   "display_name": "rapids-23.10",
    "language": "python",
-   "name": "rapids-23.08"
+   "name": "rapids-23.10"
   },
   "language_info": {
    "codemirror_mode": {