diff --git a/how-to-use-azureml/automated-machine-learning/classification-with-deployment/auto-ml-classification-with-deployment.ipynb b/how-to-use-azureml/automated-machine-learning/classification-with-deployment/auto-ml-classification-with-deployment.ipynb
index bdde7dbf..db93da7c 100644
--- a/how-to-use-azureml/automated-machine-learning/classification-with-deployment/auto-ml-classification-with-deployment.ipynb
+++ b/how-to-use-azureml/automated-machine-learning/classification-with-deployment/auto-ml-classification-with-deployment.ipynb
@@ -18,7 +18,7 @@
         "\n",
         "## Contents\n",
         "1. [Introduction](#Introduction)\n",
-        "1. [Setup](#Setup)\n",
+        "1. [Setup](#setup)\n",
         "1. [Train](#Train)\n",
         "1. [Deploy](#Deploy)\n",
         "1. [Test](#Test)"
@@ -49,7 +49,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "## Setup\n",
+        "## Setup <a name="setup"></a>\n",
         "\n",
         "As part of the setup you have already created an Azure ML `Workspace` object. For AutoML you will need to create an `Experiment` object, which is a named object in a `Workspace` used to run experiments."
       ]
@@ -500,4 +500,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 2
-}
\ No newline at end of file
+}