diff --git a/examples/tensorflow-mnist-classifier/demo.ipynb b/examples/tensorflow-mnist-classifier/demo.ipynb
index 6c2f927d3..eb1851ba4 100644
--- a/examples/tensorflow-mnist-classifier/demo.ipynb
+++ b/examples/tensorflow-mnist-classifier/demo.ipynb
@@ -260,29 +260,6 @@
     "```"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Submit training job for the shallow network architecture\n",
-    "response_shallow_train = restapi_client.submit_job(\n",
-    "    workflows_file=WORKFLOWS_TAR_GZ,\n",
-    "    experiment_name=EXPERIMENT_NAME,\n",
-    "    entry_point=\"train\",\n",
-    "    entry_point_kwargs=\" \".join([\n",
-    "        \"-P model_architecture=shallow_net\",\n",
-    "        \"-P epochs=30\",\n",
-    "        \"-P register_model_name=mnist_shallow_net\",\n",
-    "    ]),\n",
-    ")\n",
-    "\n",
-    "print(\"Training job for shallow neural network submitted\")\n",
-    "print(\"\")\n",
-    "pprint.pprint(response_shallow_train)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -306,29 +283,6 @@
     "```"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Submit training job for the LeNet-5 network architecture\n",
-    "response_le_net_train = restapi_client.submit_job(\n",
-    "    workflows_file=WORKFLOWS_TAR_GZ,\n",
-    "    experiment_name=EXPERIMENT_NAME,\n",
-    "    entry_point=\"train\",\n",
-    "    entry_point_kwargs=\" \".join([\n",
-    "        \"-P model_architecture=le_net\",\n",
-    "        \"-P epochs=30\",\n",
-    "        \"-P register_model_name=mnist_le_net\",\n",
-    "    ]),\n",
-    ")\n",
-    "\n",
-    "print(\"Training job for LeNet-5 neural network submitted\")\n",
-    "print(\"\")\n",
-    "pprint.pprint(response_le_net_train)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},