update base image (#2999)

Co-authored-by: svaruag <[email protected]>

sdk/python/jobs/automl-standalone-jobs/automl-forecasting-github-dau/auto-ml-forecasting-github-dau.ipynb

@@ -37,7 +37,7 @@
     "**Requirements** - In order to benefit from this tutorial, you will need:\n",
     "- A basic understanding of Machine Learning\n",
     "- An Azure account with an active subscription. [Create an account for free](https://azure.microsoft.com/free/?WT.mc_id=A261C142F)\n",
-    "- An Azure ML workspace. [Check this notebook for creating a workspace](../../../resources/workspace/workspace.ipynb) \n",    
+    "- An Azure ML workspace. [Check this notebook for creating a workspace](../../../resources/workspace/workspace.ipynb) \n",
     "- A python environment\n",
     "- Installation instructions - [install instructions](../../../README.md)\n",
     "\n",
@@ -674,17 +674,17 @@
     "    )\n",
     "    poller = ml_client.begin_create_or_update(compute)\n",
     "    poller.wait()"
-   ] 
+   ]
   },
   {
    "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Create a model endpoint\n",
-    "We need to register the model, environment and batch endpoint."   
+    "We need to register the model, environment and batch endpoint."
    ]
-  },        
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -714,7 +714,7 @@
     "env = Environment(\n",
     "    name=\"automl-tabular-env-tcn\",\n",
     "    description=\"environment for automl TCN inference\",\n",
-    "    image=\"mcr.microsoft.com/azureml/openmpi4.1.0-cuda11.6-cudnn8-ubuntu20.04:20231030.v1\",\n",
+    "    image=\"mcr.microsoft.com/azureml/curated/minimal-ubuntu20.04-py38-cuda11.6.2-gpu-inference:28\",\n",
     "    conda_file=\"artifact_downloads/outputs/conda_env_v_1_0_0.yml\",\n",
     ")\n",
     "\n",