Updating EOL images in Notebooks (#3682)

* New Ubuntu image

* update EOL images pt2

Author: kshitij-microsoft

sdk/python/endpoints/online/managed/online-endpoints-inference-schema.ipynb

@@ -238,7 +238,7 @@
     "        code=\"inference-schema/code\", scoring_script=\"score-numpy.py\"\n",
     "    ),\n",
     "    environment=Environment(\n",
-    "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu22.04-py39-cpu-inference\",\n",
+    "        image=\"mcr.microsoft.com/azureml/minimal-py312-inference\",\n",
     "        conda_file=\"inference-schema/env.yml\",\n",
     "    ),\n",
     "    instance_type=\"Standard_DS3_v2\",\n",
@@ -381,7 +381,7 @@
     "        code=\"inference-schema/code/\", scoring_script=\"score-standard.py\"\n",
     "    ),\n",
     "    environment=Environment(\n",
-    "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu22.04-py39-cpu-inference\",\n",
+    "        image=\"mcr.microsoft.com/azureml/minimal-py312-inference\",\n",
     "        conda_file=\"inference-schema/env.yml\",\n",
     "    ),\n",
     "    instance_type=\"Standard_DS3_v2\",\n",
@@ -528,7 +528,7 @@
     "        code=\"inference-schema/code\", scoring_script=\"score-pandas.py\"\n",
     "    ),\n",
     "    environment=Environment(\n",
-    "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu22.04-py39-cpu-inference\",\n",
+    "        image=\"mcr.microsoft.com/azureml/minimal-py312-inference\",\n",
     "        conda_file=\"inference-schema/env.yml\",\n",
     "    ),\n",
     "    instance_type=\"Standard_DS3_v2\",\n",

sdk/python/endpoints/online/managed/online-endpoints-keyvault.ipynb

@@ -338,7 +338,7 @@
     "    ),\n",
     "    environment=Environment(\n",
     "        conda_file=\"keyvault/env.yml\",\n",
-    "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu22.04-py39-cpu-inference:latest\",\n",
+    "        image=\"mcr.microsoft.com/azureml/minimal-py312-inference\",\n",
     "    ),\n",
     "    environment_variables={\n",
     "        \"KV_SECRET_MULTIPLIER\": f\"multiplier@https://{keyvault_name}.vault.azure.net\"\n",

sdk/python/endpoints/online/managed/online-endpoints-multimodel.ipynb

@@ -282,7 +282,7 @@
    "source": [
     "environment = Environment(\n",
     "    name=\"minimal-multimodel-conda\",\n",
-    "    image=\"mcr.microsoft.com/azureml/minimal-ubuntu22.04-py39-cpu-inference\",\n",
+    "    image=\"mcr.microsoft.com/azureml/minimal-py312-inference\",\n",
     "    conda_file=conda_file_path,\n",
     ")\n",
     "environment = ml_client.environments.create_or_update(environment)"

sdk/python/endpoints/online/managed/online-endpoints-openapi.ipynb

@@ -219,7 +219,7 @@
     "        code=\"openapi/code-decorated\", scoring_script=\"score.py\"\n",
     "    ),\n",
     "    environment=Environment(\n",
-    "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu22.04-py39-cpu-inference\",\n",
+    "        image=\"mcr.microsoft.com/azureml/minimal-py312-inference\",\n",
     "        conda_file=\"openapi/env.yml\",\n",
     "    ),\n",
     "    instance_type=\"Standard_DS3_v2\",\n",