http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/4d7a8eeb/doc/notebook/rbm.ipynb
----------------------------------------------------------------------
diff --git a/doc/notebook/rbm.ipynb b/doc/notebook/rbm.ipynb
index 05a3f24..c365eb1 100755
--- a/doc/notebook/rbm.ipynb
+++ b/doc/notebook/rbm.ipynb
@@ -141,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
@@ -153,8 +153,114 @@
       "Epoch 0, Reconstruction error per image = 17.937706\n",
       "Epoch 1, Reconstruction error per image = 10.943875\n",
       "Epoch 2, Reconstruction error per image = 9.583109\n",
-      "Epoch 3, Reconstruction error per image = 8.912214\n"
+      "Epoch 3, Reconstruction error per image = 8.912214\n",
+      "Epoch 4, Reconstruction error per image = 8.491555\n",
+      "Epoch 5, Reconstruction error per image = 8.196870\n",
+      "Epoch 6, Reconstruction error per image = 7.985176\n",
+      "Epoch 7, Reconstruction error per image = 7.813920\n",
+      "Epoch 8, Reconstruction error per image = 7.697145\n",
+      "Epoch 9, Reconstruction error per image = 7.588426\n"
      ]
+    },
+    {
+     "data": {
+      "image/png": 
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