thomelane commented on a change in pull request #12933: Update autoencoder 
example
URL: https://github.com/apache/incubator-mxnet/pull/12933#discussion_r229435633
 
 

 ##########
 File path: example/autoencoder/convolutional_autoencoder.ipynb
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 @@ -0,0 +1,578 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Convolutional Auto-encoder"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![](https://cdn-images-1.medium.com/max/800/1*LSYNW5m3TN7xRX61BZhoZA.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this example we will demonstrate how you can create a convolutionnal 
auto-encoder in Gluon"
 
 Review comment:
   convolutionnal -> convolutional

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