diff --git a/tensorflow/models/deepdream/README.md b/tensorflow/examples/tutorials/deepdream/README.md
similarity index 90%
rename from tensorflow/models/deepdream/README.md
rename to tensorflow/examples/tutorials/deepdream/README.md
index 908d31e93db..47aab52ca04 100644
--- a/tensorflow/models/deepdream/README.md
+++ b/tensorflow/examples/tutorials/deepdream/README.md
@@ -13,7 +13,7 @@ image generation techiques impelemented with TensorFlow:
 
 You can view "deepdream.ipynb" directly on GitHub. Note that GitHub Jupyter notebook preview removes 
 embedded graph visualizations. You can still see them online 
-[using nbviewer](http://nbviewer.jupyter.org/github/znah/tensorflow/blob/deepdream/tensorflow/models/deepdream/deepdream.ipynb)
+[using nbviewer](http://nbviewer.jupyter.org/github/tensorflow/tensorflow/blob/master/tensorflow/tutorials/deepdream/deepdream.ipynb)
 service.
 
 In order to run the notebook locally, the following dependencies must be installed:
diff --git a/tensorflow/models/deepdream/deepdream.ipynb b/tensorflow/examples/tutorials/deepdream/deepdream.ipynb
similarity index 99%
rename from tensorflow/models/deepdream/deepdream.ipynb
rename to tensorflow/examples/tutorials/deepdream/deepdream.ipynb
index e9e5418dc17..4ee25dccd92 100644
--- a/tensorflow/models/deepdream/deepdream.ipynb
+++ b/tensorflow/examples/tutorials/deepdream/deepdream.ipynb
@@ -310,7 +310,7 @@
     "    \"\"\".format(code.replace('\"', '"'))\n",
     "    display(HTML(iframe))\n",
     "\n",
-    "# Visualizing the network graph. Be shure expand the \"mixed\" nodes to see their \n",
+    "# Visualizing the network graph. Be sure expand the \"mixed\" nodes to see their \n",
     "# internal structure. We are going to visualize \"Conv2D\" nodes.\n",
     "tmp_def = rename_nodes(graph_def, lambda s:\"/\".join(s.split('_',1)))\n",
     "show_graph(tmp_def)"
diff --git a/tensorflow/models/deepdream/pilatus800.jpg b/tensorflow/examples/tutorials/deepdream/pilatus800.jpg
similarity index 100%
rename from tensorflow/models/deepdream/pilatus800.jpg
rename to tensorflow/examples/tutorials/deepdream/pilatus800.jpg
diff --git a/tensorflow/g3doc/tutorials/index.md b/tensorflow/g3doc/tutorials/index.md
index 9773fee3bef..d5c2a2e472e 100644
--- a/tensorflow/g3doc/tutorials/index.md
+++ b/tensorflow/g3doc/tutorials/index.md
@@ -114,6 +114,6 @@ Building on the Inception recognition model, we will release a TensorFlow
 version of the [Deep Dream](https://github.com/google/deepdream) neural network
 visual hallucination software.
 
-COMING SOON
+[View Tutorial](https://www.tensorflow.org/code/tensorflow/examples/tutorials/deepdream/deepdream.ipynb)