thomelane commented on a change in pull request #12933: Update autoencoder 
example
URL: https://github.com/apache/incubator-mxnet/pull/12933#discussion_r229434231
 
 

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 File path: example/autoencoder/README.md
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 @@ -1,16 +1,18 @@
-# Example of Autencoder
+# Example of a Convolutional Autencoder
 
-Autoencoder architecture is often used for unsupervised feature learning. This 
[link](http://ufldl.stanford.edu/tutorial/unsupervised/Autoencoders/) contains 
an introduction tutorial to autoencoders. This example illustrates a simple 
autoencoder using stack of fully-connected layers for both encoder and decoder. 
The number of hidden layers and size of each hidden layer can be customized 
using command line arguments.
+Autoencoder architectures are often used for unsupervised feature learning. 
This [link](http://ufldl.stanford.edu/tutorial/unsupervised/Autoencoders/) 
contains an introduction tutorial to autoencoders. This example illustrates a 
simple autoencoder using a stack of convolutionnal layers for both the encoder 
and the decoder. 
 
 Review comment:
   convolutionnal -> convolutional

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