diff --git a/demo.ipynb b/demo.ipynb
index 8c8a306..0bca449 100644
--- a/demo.ipynb
+++ b/demo.ipynb
@@ -101,11 +101,11 @@
     "```\n",
     "\n",
     "Now we can clone Tensorflow serving into our dependency-ready container\n",
-    "\n",
+    "```\n",
     "git clone --recursive https://github.com/tensorflow/serving\n",
     "cd serving/tensorflow\n",
     "./configure\n",
-    "\n",
+    "```\n",
     "\n",
     "Now we need to build it using Google's Bazel build tool from inside our container.  Bazel manages third party dependencies at code level, downloading and building them, as long as they are also built with Bazel. \n",
     "\n",
@@ -139,7 +139,7 @@
     "```\n",
     "curl -O http://download.tensorflow.org/models/image/imagenet/inception-v3-2016-03-01.tar.gz\n",
     "tar xzf inception-v3-2016-03-01.tar.gz\n",
-    "bazel-bin/tensorflow_serving/example/inception_export --checkpoint_dir=inception-v3 --export_dir=inception-export\n",
+    "bazel-bin/tensorflow_serving/example/inception_saved_model --checkpoint_dir=inception-v3 --output_dir=inception-export\n",
     "```\n",
     "![Image of Yaktocat](https://1.bp.blogspot.com/-O7AznVGY9js/V8cV_wKKsMI/AAAAAAAABKQ/maO7n2w3dT4Pkcmk7wgGqiSX5FUW2sfZgCLcB/s1600/image00.png)\n",
     "\n",
@@ -181,21 +181,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 2",
    "language": "python",
-   "name": "python3"
+   "name": "python2"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 3
+    "version": 2
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.0"
+   "pygments_lexer": "ipython2",
+   "version": "2.7.12"
   }
  },
  "nbformat": 4,