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The following commit(s) were added to refs/heads/master by this push:
     new 147c83a  [MXNET-371] Fixing the broken links from the failure list
147c83a is described below

commit 147c83a1d6894ea9e33a8fa65d58dbc34a32a203
Author: kpmurali <37911926+kpmur...@users.noreply.github.com>
AuthorDate: Mon Apr 30 19:40:05 2018 -0700

    [MXNET-371] Fixing the broken links from the failure list
---
 docs/_static/mxnet-theme/index.html                 | 2 +-
 docs/faq/multi_devices.md                           | 2 +-
 docs/tutorials/python/types_of_data_augmentation.md | 2 +-
 python/mxnet/gluon/block.py                         | 4 ++--
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/_static/mxnet-theme/index.html 
b/docs/_static/mxnet-theme/index.html
index 005bc88..b644423 100644
--- a/docs/_static/mxnet-theme/index.html
+++ b/docs/_static/mxnet-theme/index.html
@@ -9,7 +9,7 @@
                     <a href="install/index.html" id="install_btn">Install</a>
                 </div>
                 <div id="why_mxnet">
-                    <a href="get_started/why_mxnet.html" 
id="why_mxnet_btn">Learn More</a>
+                    <a href="faq/why_mxnet.html" id="why_mxnet_btn">Learn 
More</a>
                 </div>
             </div>
         </div>
diff --git a/docs/faq/multi_devices.md b/docs/faq/multi_devices.md
index 3bb0010..a43879c 100644
--- a/docs/faq/multi_devices.md
+++ b/docs/faq/multi_devices.md
@@ -83,5 +83,5 @@ Note that this option may result in higher GPU memory usage.
 When using a large number of GPUs, e.g. >=4, we suggest using `device` for 
better performance.
 
 ## Distributed training with multiple devices across machines
-Refer [Distributed 
training](https://mxnet.incubator.apache.org/versions/master/how_to/distributed_training.html)
+Refer [Distributed 
training](https://mxnet.incubator.apache.org/versions/master/faq/distributed_training.html)
 for information on how distributed training works and how to use it.
diff --git a/docs/tutorials/python/types_of_data_augmentation.md 
b/docs/tutorials/python/types_of_data_augmentation.md
index 4cd1ad7..4ec461d 100644
--- a/docs/tutorials/python/types_of_data_augmentation.md
+++ b/docs/tutorials/python/types_of_data_augmentation.md
@@ -326,7 +326,7 @@ plot_mx_array(aug_image)
 
![png](https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/doc/tutorials/data_aug/outputs/types_of/output_53_0.png)<!--notebook-skip-line-->
 
 
-And lastly, you can use 
[`mxnet.image.RandomOrderAug`](https://mxnet.incubator.apache.org/api/python/image.html#mxnet.image.RandomOrderAug)
 to apply multiple augmenters to an image, in a random order.
+And lastly, you can use 
[`mxnet.image.RandomOrderAug`](https://mxnet.incubator.apache.org/api/python/image/image.html#mxnet.image.RandomOrderAug)
 to apply multiple augmenters to an image, in a random order.
 
 
 ```python
diff --git a/python/mxnet/gluon/block.py b/python/mxnet/gluon/block.py
index a737817..abc4748 100644
--- a/python/mxnet/gluon/block.py
+++ b/python/mxnet/gluon/block.py
@@ -156,7 +156,7 @@ class Block(object):
         Prefix acts like a name space. All children blocks created in parent 
block's
         :py:meth:`name_scope` will have parent block's prefix in their name.
         Please refer to
-        `naming tutorial 
<http://mxnet.incubator.apache.org/tutorials/basic/naming.html>`_
+        `naming tutorial 
<http://mxnet.incubator.apache.org/tutorials/gluon/naming.html>`_
         for more info on prefix and naming.
     params : ParameterDict or None
         :py:class:`ParameterDict` for sharing weights with the new 
:py:class:`Block`. For example,
@@ -249,7 +249,7 @@ class Block(object):
                 self.dense = nn.Dense(20)
 
         Please refer to
-        `naming tutorial 
<http://mxnet.incubator.apache.org/tutorials/basic/naming.html>`_
+        `naming tutorial 
<http://mxnet.incubator.apache.org/tutorials/gluon/naming.html>`_
         for more info on prefix and naming.
         """
         return self._scope

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