diff --git a/09-building-image-applications/notebook-azureopenai.ipynb b/09-building-image-applications/notebook-azureopenai.ipynb
index 209b1a836..ed4dc1926 100644
--- a/09-building-image-applications/notebook-azureopenai.ipynb
+++ b/09-building-image-applications/notebook-azureopenai.ipynb
@@ -38,11 +38,11 @@
     "\n",
     "Here's what Edu4All's students could generate for example if they're working in class on monuments:\n",
     "\n",
-    "![Edu4All startup, class on monuments, Eifel Tower](startup.png)\n",
+    "![Edu4All startup, class on monuments, Eifel Tower](./images/startup.png)\n",
     "\n",
     "using a prompt like \n",
     "\n",
-    "> \"Dog next to Eifel Tower in early morning sunlight\"\n",
+    "> \"Dog next to Eiffel Tower in early morning sunlight\"\n",
     "\n",
     "## What is DALL-E and Midjourney? \n",
     "\n",
@@ -120,54 +120,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "'source' is not recognized as an internal or external command,\n",
-      "operable program or batch file.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: python-dotenv in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (0.20.0)\n",
-      "Requirement already satisfied: openai in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (0.28.1)\n",
-      "Requirement already satisfied: pillow in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (9.5.0)\n",
-      "Requirement already satisfied: requests in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (2.31.0)\n",
-      "Requirement already satisfied: tqdm in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from openai) (4.66.1)\n",
-      "Requirement already satisfied: aiohttp in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from openai) (3.8.6)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests) (3.3)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests) (2.0.3)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests) (3.1.0)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests) (2023.5.7)\n",
-      "Requirement already satisfied: multidict<7.0,>=4.5 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->openai) (6.0.4)\n",
-      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->openai) (4.0.3)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.0 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->openai) (1.9.2)\n",
-      "Requirement already satisfied: aiosignal>=1.1.2 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->openai) (1.3.1)\n",
-      "Requirement already satisfied: frozenlist>=1.1.1 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->openai) (1.4.0)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from aiohttp->openai) (23.1.0)\n",
-      "Requirement already satisfied: colorama in c:\\users\\chnoring\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from tqdm->openai) (0.4.5)\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "[notice] A new release of pip is available: 23.0.1 -> 23.3.1\n",
-      "[notice] To update, run: C:\\Users\\chnoring\\AppData\\Local\\Microsoft\\WindowsApps\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\python.exe -m pip install --upgrade pip\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# create virtual env\n",
     "! python3 -m venv venv\n",