diff --git a/examples/azure/completions.ipynb b/examples/azure/completions.ipynb
index b1cf30f..da72f2f 100644
--- a/examples/azure/completions.ipynb
+++ b/examples/azure/completions.ipynb
@@ -67,7 +67,7 @@
    "metadata": {},
    "source": [
     "### (Optional) Setup: Microsoft Active Directory Authentication\n",
-    "Let's now see how we can get a key via Microsoft Active Directory Authentication."
+    "Let's now see how we can get a key via Microsoft Active Directory Authentication. Uncomment the following code if you want to use Active Directory Authentication instead of keys from the portal."
    ]
   },
   {
@@ -76,15 +76,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "\"\"\"\n",
-    "from azure.identity import DefaultAzureCredential\n",
+    "# from azure.identity import DefaultAzureCredential\n",
     "\n",
-    "default_credential = DefaultAzureCredential()\n",
-    "token = default_credential.get_token(\"https://cognitiveservices.azure.com/.default\")\n",
+    "# default_credential = DefaultAzureCredential()\n",
+    "# token = default_credential.get_token(\"https://cognitiveservices.azure.com/.default\")\n",
     "\n",
-    "openai.api_type = 'azure_ad'\n",
-    "openai.api_key = token.token\n",
-    "\"\"\""
+    "# openai.api_type = 'azure_ad'\n",
+    "# openai.api_key = token.token"
    ]
   },
   {
@@ -191,6 +189,13 @@
     "print(f'Deleting deployment: {deployment_id}')\n",
     "openai.Deployment.delete(sid=deployment_id)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/examples/azure/embeddings.ipynb b/examples/azure/embeddings.ipynb
index f7729e7..cef6a0c 100644
--- a/examples/azure/embeddings.ipynb
+++ b/examples/azure/embeddings.ipynb
@@ -72,7 +72,7 @@
    "metadata": {},
    "source": [
     "### (Optional) Setup: Microsoft Active Directory Authentication\n",
-    "Let's now see how we can get a key via Microsoft Active Directory Authentication."
+    "Let's now see how we can get a key via Microsoft Active Directory Authentication. Uncomment the following code if you want to use Active Directory Authentication instead of keys from the portal."
    ]
   },
   {
@@ -81,15 +81,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "\"\"\"\n",
-    "from azure.identity import DefaultAzureCredential\n",
+    "# from azure.identity import DefaultAzureCredential\n",
     "\n",
-    "default_credential = DefaultAzureCredential()\n",
-    "token = default_credential.get_token(\"https://cognitiveservices.azure.com/.default\")\n",
+    "# default_credential = DefaultAzureCredential()\n",
+    "# token = default_credential.get_token(\"https://cognitiveservices.azure.com/.default\")\n",
     "\n",
-    "openai.api_type = 'azure_ad'\n",
-    "openai.api_key = token.token\n",
-    "\"\"\""
+    "# openai.api_type = 'azure_ad'\n",
+    "# openai.api_key = token.token"
    ]
   },
   {
diff --git a/examples/azure/finetuning.ipynb b/examples/azure/finetuning.ipynb
index 3f6ed66..434901d 100644
--- a/examples/azure/finetuning.ipynb
+++ b/examples/azure/finetuning.ipynb
@@ -68,7 +68,7 @@
    "metadata": {},
    "source": [
     "### (Optional) Setup: Microsoft Active Directory Authentication\n",
-    "Let's now see how we can get a key via Microsoft Active Directory Authentication."
+    "Let's now see how we can get a key via Microsoft Active Directory Authentication. Uncomment the following code if you want to use Active Directory Authentication instead of keys from the portal."
    ]
   },
   {
@@ -77,15 +77,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "\"\"\"\n",
-    "from azure.identity import DefaultAzureCredential\n",
+    "# from azure.identity import DefaultAzureCredential\n",
     "\n",
-    "default_credential = DefaultAzureCredential()\n",
-    "token = default_credential.get_token(\"https://cognitiveservices.azure.com/.default\")\n",
+    "# default_credential = DefaultAzureCredential()\n",
+    "# token = default_credential.get_token(\"https://cognitiveservices.azure.com/.default\")\n",
     "\n",
-    "openai.api_type = 'azure_ad'\n",
-    "openai.api_key = token.token\n",
-    "\"\"\""
+    "# openai.api_type = 'azure_ad'\n",
+    "# openai.api_key = token.token"
    ]
   },
   {