diff --git a/docs/source/tutorials/tutorial.ipynb b/docs/source/tutorials/tutorial.ipynb
index 5f3631a6..b073cee6 100644
--- a/docs/source/tutorials/tutorial.ipynb
+++ b/docs/source/tutorials/tutorial.ipynb
@@ -30,13 +30,11 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
-   "metadata": {
-    "nbsphinx": "hidden",
-    "tags": []
-   },
+   "metadata": {},
    "source": [
+    "Use `pip install cleanvision` to install a stable release of the package.\n",
+    "\n",
     "**After you install these packages, you may need to restart your notebook runtime before running the rest of this notebook.**"
    ]
   },
@@ -75,19 +73,23 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
+   "metadata": {
+    "nbsphinx": "hidden"
+   },
    "outputs": [],
    "source": [
-    "!wget - nc 'https://cleanlab-public.s3.amazonaws.com/CleanVision/image_files.zip'"
+    "!wget - nc 'https://cleanlab-public.s3.amazonaws.com/CleanVision/image_files.zip'\n",
+    "!unzip -q image_files.zip"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "!unzip -q image_files.zip"
+    "```shell\n",
+    "wget - nc 'https://cleanlab-public.s3.amazonaws.com/CleanVision/image_files.zip'\n",
+    "unzip -q image_files.zip\n",
+    "```"
    ]
   },
   {