diff --git a/examples/azure/finetuning.ipynb b/examples/azure/finetuning.ipynb
index 23efca1..171863b 100644
--- a/examples/azure/finetuning.ipynb
+++ b/examples/azure/finetuning.ipynb
@@ -24,7 +24,7 @@
    "metadata": {},
    "source": [
     "## Setup\n",
-    "In the following section the endpoint and key need to be set up of the next sections to work.<br> Please go to https://portal.azure.com, find your resource and then under \"Resource Management\" -> \"Keys and Endpoints\" look for the \"Endpoint\" value and one of the Keys. They will act as api_base and api_key in the code below."
+    "For the following sections to work properly we first have to setup some things. Let's start with the `api_type`, `api_base` and `api_version`. To find your `api_base` go to https://portal.azure.com, find your resource and then under \"Resource Management\" -> \"Keys and Endpoints\" look for the \"Endpoint\" value."
    ]
   },
   {
@@ -33,19 +33,43 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "openai.api_key = ''  # Please add your api key here\n",
-    "openai.api_base = '' # Please add your endpoint here\n",
-    "\n",
     "openai.api_type = 'azure'\n",
-    "openai.api_version = '2022-12-01'"
+    "openai.api_version = '2022-12-01'\n",
+    "\n",
+    "openai.api_base = '' # Please add your endpoint here"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Microsoft Active Directory Authentication\n",
-    "Instead of key based authentication, you can use Active Directory to authenticate using credential tokens. Uncomment the next code section to use credential based authentication:"
+    "We next have to setup the `api_key`. We can either get the key from the portal or we can get it through Microsoft Active Directory Authentication."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Setup: Portal\n",
+    "Let's first look at getting the key from the portal. Go to https://portal.azure.com, find your resource and then under \"Resource Management\" -> \"Keys and Endpoints\" look for one of the \"Keys\" values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "openai.api_key = ''  # Please add your api key here"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### (Optional) Setup: Microsoft Active Directory Authentication\n",
+    "Let's now see how we can get a key via Microsoft Active Directory Authentication."
    ]
   },
   {
@@ -60,12 +84,7 @@
     "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_version = '2022-03-01-preview' # this may change in the future\n",
-    "\n",
-    "\n",
-    "openai.api_base = '' # Please add your endpoint here\n",
     "\"\"\""
    ]
   },
@@ -450,7 +469,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -464,11 +483,11 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.10.8"
   },
   "vscode": {
    "interpreter": {
-    "hash": "cb9817b186a29e4e9713184d901f26c1ee05ad25243d878baff7f31bb1fef480"
+    "hash": "3a5103089ab7e7c666b279eeded403fcec76de49a40685dbdfe9f9c78ad97c17"
    }
   }
  },