diff --git a/advanced-mnist-with-tensorflow.ipynb b/advanced-mnist-with-tensorflow.ipynb
index 7ac4060..a879c4b 100644
--- a/advanced-mnist-with-tensorflow.ipynb
+++ b/advanced-mnist-with-tensorflow.ipynb
@@ -7,6 +7,21 @@
     "# Advanced MNIST with TensorFlow"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Abstract"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Just like programming has \"Hello World\", machine learning has MNIST. MNIST is a simple computer vision dataset. It consists of images of handwritten digits, as well as labels for each image telling us which digit it is. \n",
+    "In this tutorial, we're going to train a model to look at MNIST images and predict what digits they are."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -20,10 +35,7 @@
    "source": [
     "This tutorial is taken, with slight modification and different annotations, from [TensorFlow's official documentation](https://www.tensorflow.org/versions/r0.11/tutorials/mnist/pros/index.html).\n",
     "\n",
-    "This tutorial is intended for readers who are new to both machine learning and TensorFlow. \n",
-    "\n",
-    "Just like programming has \"Hello World\", machine learning has MNIST. MNIST is a simple computer vision dataset. It consists of images of handwritten digits, as well as labels for each image telling us which digit it is. \n",
-    "In this tutorial, we're going to train a model to look at MNIST images and predict what digits they are."
+    "This tutorial is intended for readers who are new to both machine learning and TensorFlow. "
    ]
   },
   {