diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 05f1b1a19cab..8ca8a8984163 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
Contributors of Apache MXNet (incubating)
=========================================
diff --git a/MKLDNN_README.md b/MKLDNN_README.md
index 828fce0c5b56..ab9500bb999b 100644
--- a/MKLDNN_README.md
+++ b/MKLDNN_README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Build/Install MXNet with MKL-DNN
diff --git a/NEWS.md b/NEWS.md
index 114783407f9b..5dd5879b93a2 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Apache MXNet (incubating) Change Log
====================================
diff --git a/README.md b/README.md
index 5171e439a0a5..b41ffb42daf9 100644
--- a/README.md
+++ b/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/amalgamation/README.md b/amalgamation/README.md
index aaf01b6b6e7f..2ecf1626c1e7 100644
--- a/amalgamation/README.md
+++ b/amalgamation/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
MXNet Amalgamation
==================
diff --git a/ci/README.md b/ci/README.md
index 4c20b73a3dc1..3c79e7439557 100644
--- a/ci/README.md
+++ b/ci/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Containerized build & test utilities
diff --git a/ci/docker/qemu/README.md b/ci/docker/qemu/README.md
index bf63ed9fc89c..c06b34562b57 100644
--- a/ci/docker/qemu/README.md
+++ b/ci/docker/qemu/README.md
@@ -1,20 +1,18 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
These are files used in the docker container that runs QEMU
diff --git a/ci/qemu/README.md b/ci/qemu/README.md
index 4b5e0db3047f..498f8b7a8739 100644
--- a/ci/qemu/README.md
+++ b/ci/qemu/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# QEMU base image creation
diff --git a/contrib/clojure-package/README.md b/contrib/clojure-package/README.md
index 2873251a1a9e..9dc906ddb257 100644
--- a/contrib/clojure-package/README.md
+++ b/contrib/clojure-package/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Clojure MXNet
diff --git a/contrib/clojure-package/examples/cnn-text-classification/README.md b/contrib/clojure-package/examples/cnn-text-classification/README.md
index 66bba94b7faf..e984d7427807 100644
--- a/contrib/clojure-package/examples/cnn-text-classification/README.md
+++ b/contrib/clojure-package/examples/cnn-text-classification/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# cnn-text-classification
diff --git a/contrib/clojure-package/examples/gan/README.md b/contrib/clojure-package/examples/gan/README.md
index 8c2c195f0ccc..9c4bea8ed586 100644
--- a/contrib/clojure-package/examples/gan/README.md
+++ b/contrib/clojure-package/examples/gan/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# gan
diff --git a/contrib/clojure-package/examples/imclassification/README.md b/contrib/clojure-package/examples/imclassification/README.md
index f9aa30f1b0c9..06ae9461816e 100644
--- a/contrib/clojure-package/examples/imclassification/README.md
+++ b/contrib/clojure-package/examples/imclassification/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# imclassification
diff --git a/contrib/clojure-package/examples/module/README.md b/contrib/clojure-package/examples/module/README.md
index 421720fe3896..fcd16b74a173 100644
--- a/contrib/clojure-package/examples/module/README.md
+++ b/contrib/clojure-package/examples/module/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
## Instructions
diff --git a/contrib/clojure-package/examples/multi-label/README.md b/contrib/clojure-package/examples/multi-label/README.md
index bc2a0cca3e88..aebb83be985d 100644
--- a/contrib/clojure-package/examples/multi-label/README.md
+++ b/contrib/clojure-package/examples/multi-label/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# multi-label
diff --git a/contrib/clojure-package/examples/neural-style/README.md b/contrib/clojure-package/examples/neural-style/README.md
index fa27e49eab7a..209e56ae20d2 100644
--- a/contrib/clojure-package/examples/neural-style/README.md
+++ b/contrib/clojure-package/examples/neural-style/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# neural-style
diff --git a/contrib/clojure-package/examples/pre-trained-models/README.md b/contrib/clojure-package/examples/pre-trained-models/README.md
index 6a59f7fdb9ff..7d7fa3a17e5e 100644
--- a/contrib/clojure-package/examples/pre-trained-models/README.md
+++ b/contrib/clojure-package/examples/pre-trained-models/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# pre-trained-models
diff --git a/contrib/clojure-package/examples/profiler/README.md b/contrib/clojure-package/examples/profiler/README.md
index 73482c09d6ee..8ab37d713c09 100644
--- a/contrib/clojure-package/examples/profiler/README.md
+++ b/contrib/clojure-package/examples/profiler/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# profiler
diff --git a/contrib/clojure-package/examples/rnn/README.md b/contrib/clojure-package/examples/rnn/README.md
index 379e1e40c65a..640b63d43f10 100644
--- a/contrib/clojure-package/examples/rnn/README.md
+++ b/contrib/clojure-package/examples/rnn/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# rnn
diff --git a/contrib/clojure-package/examples/tutorial/README.md b/contrib/clojure-package/examples/tutorial/README.md
index 625002e06bdd..54f05b36f800 100644
--- a/contrib/clojure-package/examples/tutorial/README.md
+++ b/contrib/clojure-package/examples/tutorial/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# tutorial
diff --git a/contrib/clojure-package/examples/visualization/README.md b/contrib/clojure-package/examples/visualization/README.md
index 6e951542ddca..0638d9c49c5d 100644
--- a/contrib/clojure-package/examples/visualization/README.md
+++ b/contrib/clojure-package/examples/visualization/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# visualization
diff --git a/contrib/clojure-package/testing.md b/contrib/clojure-package/testing.md
index 66de164da540..0e87790686f0 100644
--- a/contrib/clojure-package/testing.md
+++ b/contrib/clojure-package/testing.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
## Help with Testing
diff --git a/cpp-package/README.md b/cpp-package/README.md
index 81c4c11b13e4..0710b7ce89f4 100644
--- a/cpp-package/README.md
+++ b/cpp-package/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet C++ Package
diff --git a/cpp-package/example/README.md b/cpp-package/example/README.md
index 32e9b4f57ada..c09fac03bd9b 100644
--- a/cpp-package/example/README.md
+++ b/cpp-package/example/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet C++ Package Examples
diff --git a/cpp-package/example/feature_extract/README.md b/cpp-package/example/feature_extract/README.md
index 7241bcd6425a..0b94bef7705f 100644
--- a/cpp-package/example/feature_extract/README.md
+++ b/cpp-package/example/feature_extract/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
This example shows how to extract features with a pretrained model.
diff --git a/docs/README.md b/docs/README.md
index 9249e3b8d3d2..278bd25a4eaa 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Building and Updating MXNet Documentation
diff --git a/docs/api/c++/index.md b/docs/api/c++/index.md
index d006b5511ae8..1a0d8158548a 100644
--- a/docs/api/c++/index.md
+++ b/docs/api/c++/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# MXNet - C++ API
diff --git a/docs/api/clojure/index.md b/docs/api/clojure/index.md
index cb27c637d586..38e1c5ff9d1e 100644
--- a/docs/api/clojure/index.md
+++ b/docs/api/clojure/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet - Clojure API
diff --git a/docs/api/clojure/kvstore.md b/docs/api/clojure/kvstore.md
index d5f7c089ff7c..36af3a8e6349 100644
--- a/docs/api/clojure/kvstore.md
+++ b/docs/api/clojure/kvstore.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# KVStore API
diff --git a/docs/api/clojure/module.md b/docs/api/clojure/module.md
index db7cb70d0fce..e1414adeb674 100644
--- a/docs/api/clojure/module.md
+++ b/docs/api/clojure/module.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Module API
The module API provides an intermediate and high-level interface for performing computation with neural networks in MXNet. Module wraps a Symbol and one or more Executors. It has both a high level and intermediate level API.
diff --git a/docs/api/clojure/ndarray.md b/docs/api/clojure/ndarray.md
index 3d367c6c5011..991e458ccc04 100644
--- a/docs/api/clojure/ndarray.md
+++ b/docs/api/clojure/ndarray.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray API
diff --git a/docs/api/clojure/symbol.md b/docs/api/clojure/symbol.md
index a70c9ea5b906..2457dba6d530 100644
--- a/docs/api/clojure/symbol.md
+++ b/docs/api/clojure/symbol.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Clojure Symbolic API
diff --git a/docs/api/clojure/symbol_in_pictures.md b/docs/api/clojure/symbol_in_pictures.md
index aac133d2d067..f5a56e8dcc3b 100644
--- a/docs/api/clojure/symbol_in_pictures.md
+++ b/docs/api/clojure/symbol_in_pictures.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Symbolic Configuration and Execution in Pictures
diff --git a/docs/api/index.md b/docs/api/index.md
index 91426d7a735f..774849014853 100644
--- a/docs/api/index.md
+++ b/docs/api/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# MXNet APIs
diff --git a/docs/api/java/index.md b/docs/api/java/index.md
index 9955c05f3bc1..099848cdc01b 100644
--- a/docs/api/java/index.md
+++ b/docs/api/java/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet - Java Inference API
diff --git a/docs/api/julia/index.md b/docs/api/julia/index.md
index 0c5c93c9c4db..8aa884eb2772 100644
--- a/docs/api/julia/index.md
+++ b/docs/api/julia/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet - Julia API
diff --git a/docs/api/perl/index.md b/docs/api/perl/index.md
index 0aef4d4aa4d3..2d3d2656d7cd 100644
--- a/docs/api/perl/index.md
+++ b/docs/api/perl/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet - Perl API
diff --git a/docs/api/perl/io.md b/docs/api/perl/io.md
index c3f55c6e27ea..be4976425553 100644
--- a/docs/api/perl/io.md
+++ b/docs/api/perl/io.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Data Loading API
diff --git a/docs/api/perl/kvstore.md b/docs/api/perl/kvstore.md
index e221dbbf4f9b..4556f68bd837 100644
--- a/docs/api/perl/kvstore.md
+++ b/docs/api/perl/kvstore.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# KVStore API
diff --git a/docs/api/perl/module.md b/docs/api/perl/module.md
index 314b5e8d41da..7b7054646d62 100644
--- a/docs/api/perl/module.md
+++ b/docs/api/perl/module.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Module API
diff --git a/docs/api/perl/ndarray.md b/docs/api/perl/ndarray.md
index 4e7e3a3562ce..2ffef392261d 100644
--- a/docs/api/perl/ndarray.md
+++ b/docs/api/perl/ndarray.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray API
diff --git a/docs/api/perl/symbol.md b/docs/api/perl/symbol.md
index d9d7d7143c26..e3ad4816daa4 100644
--- a/docs/api/perl/symbol.md
+++ b/docs/api/perl/symbol.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Perl Symbolic API
diff --git a/docs/api/python/autograd/autograd.md b/docs/api/python/autograd/autograd.md
index 38a99f504f60..1905831b16d9 100644
--- a/docs/api/python/autograd/autograd.md
+++ b/docs/api/python/autograd/autograd.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Autograd Package
diff --git a/docs/api/python/callback/callback.md b/docs/api/python/callback/callback.md
index be99dc01ee7b..225ffcb9a2fd 100644
--- a/docs/api/python/callback/callback.md
+++ b/docs/api/python/callback/callback.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Callback API
diff --git a/docs/api/python/contrib/contrib.md b/docs/api/python/contrib/contrib.md
index 65922556d2cc..4fe80625766c 100644
--- a/docs/api/python/contrib/contrib.md
+++ b/docs/api/python/contrib/contrib.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Contrib Package
diff --git a/docs/api/python/contrib/onnx.md b/docs/api/python/contrib/onnx.md
index 18b108caa5b5..5691fb022959 100644
--- a/docs/api/python/contrib/onnx.md
+++ b/docs/api/python/contrib/onnx.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# ONNX-MXNet API
diff --git a/docs/api/python/contrib/svrg_optimization.md b/docs/api/python/contrib/svrg_optimization.md
index c79dd44f003b..9c5c3a02c88f 100644
--- a/docs/api/python/contrib/svrg_optimization.md
+++ b/docs/api/python/contrib/svrg_optimization.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# SVRG Optimization in Python Module API
diff --git a/docs/api/python/contrib/text.md b/docs/api/python/contrib/text.md
index 1fd9514e0f65..577865f501cb 100644
--- a/docs/api/python/contrib/text.md
+++ b/docs/api/python/contrib/text.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Text API
diff --git a/docs/api/python/executor/executor.md b/docs/api/python/executor/executor.md
index 26c97907dfc5..2cf5062e1ed3 100644
--- a/docs/api/python/executor/executor.md
+++ b/docs/api/python/executor/executor.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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# Executor and Executor Manager
diff --git a/docs/api/python/gluon/contrib.md b/docs/api/python/gluon/contrib.md
index f6e6dfe771a5..b893d5841254 100644
--- a/docs/api/python/gluon/contrib.md
+++ b/docs/api/python/gluon/contrib.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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# Gluon Contrib API
diff --git a/docs/api/python/gluon/data.md b/docs/api/python/gluon/data.md
index 6d4440f91709..b695e1bc3209 100644
--- a/docs/api/python/gluon/data.md
+++ b/docs/api/python/gluon/data.md
@@ -1,21 +1,19 @@
-
+
+
+
+
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+
+
+
+
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+
+
+
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+
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# Gluon Data API
diff --git a/docs/api/python/gluon/gluon.md b/docs/api/python/gluon/gluon.md
index cbb0750e47a2..c063a71d43ea 100644
--- a/docs/api/python/gluon/gluon.md
+++ b/docs/api/python/gluon/gluon.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
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+
+
+
+
+
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# Gluon Package
diff --git a/docs/api/python/gluon/loss.md b/docs/api/python/gluon/loss.md
index a2ac65f84b53..8e8f92c5ee49 100644
--- a/docs/api/python/gluon/loss.md
+++ b/docs/api/python/gluon/loss.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Gluon Loss API
diff --git a/docs/api/python/gluon/model_zoo.md b/docs/api/python/gluon/model_zoo.md
index 07d11cd7242e..4672a3b7ad81 100644
--- a/docs/api/python/gluon/model_zoo.md
+++ b/docs/api/python/gluon/model_zoo.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
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+
+
+
+
+
+
# Gluon Model Zoo
diff --git a/docs/api/python/gluon/nn.md b/docs/api/python/gluon/nn.md
index 544a315eb784..2ec66f10416b 100644
--- a/docs/api/python/gluon/nn.md
+++ b/docs/api/python/gluon/nn.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
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+
+
+
+
+
+
# Gluon Neural Network Layers
diff --git a/docs/api/python/gluon/rnn.md b/docs/api/python/gluon/rnn.md
index e7da65741f19..f639479d5db3 100644
--- a/docs/api/python/gluon/rnn.md
+++ b/docs/api/python/gluon/rnn.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Gluon Recurrent Neural Network API
diff --git a/docs/api/python/image/image.md b/docs/api/python/image/image.md
index e34ddd69e136..c83687cbb407 100644
--- a/docs/api/python/image/image.md
+++ b/docs/api/python/image/image.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Image API
diff --git a/docs/api/python/index.md b/docs/api/python/index.md
index 1d11eb7182a1..6130078ee796 100644
--- a/docs/api/python/index.md
+++ b/docs/api/python/index.md
@@ -1,21 +1,19 @@
-
+
+
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+
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+
+
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+
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+
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+
+
+
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# MXNet - Python API
diff --git a/docs/api/python/io/io.md b/docs/api/python/io/io.md
index 057d64c129a4..c0dc8d1efb1d 100644
--- a/docs/api/python/io/io.md
+++ b/docs/api/python/io/io.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Data Loading API
diff --git a/docs/api/python/kvstore/kvstore.md b/docs/api/python/kvstore/kvstore.md
index 3a2957353620..7858ccd02699 100644
--- a/docs/api/python/kvstore/kvstore.md
+++ b/docs/api/python/kvstore/kvstore.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# KVStore API
diff --git a/docs/api/python/metric/metric.md b/docs/api/python/metric/metric.md
index 5423971ad6fb..a3e3b545a56d 100644
--- a/docs/api/python/metric/metric.md
+++ b/docs/api/python/metric/metric.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Evaluation Metric API
diff --git a/docs/api/python/model.md b/docs/api/python/model.md
index a98d2e4119db..967765740aff 100644
--- a/docs/api/python/model.md
+++ b/docs/api/python/model.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Model API
diff --git a/docs/api/python/module/module.md b/docs/api/python/module/module.md
index 51c2343deb58..86ffad559897 100644
--- a/docs/api/python/module/module.md
+++ b/docs/api/python/module/module.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Module API
diff --git a/docs/api/python/ndarray/contrib.md b/docs/api/python/ndarray/contrib.md
index 164ab9387f50..e6d97f3826f4 100644
--- a/docs/api/python/ndarray/contrib.md
+++ b/docs/api/python/ndarray/contrib.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Contrib NDArray API
diff --git a/docs/api/python/ndarray/linalg.md b/docs/api/python/ndarray/linalg.md
index fac44c0f06ef..41436c3ba2d1 100644
--- a/docs/api/python/ndarray/linalg.md
+++ b/docs/api/python/ndarray/linalg.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Linear Algebra NDArray API
diff --git a/docs/api/python/ndarray/ndarray.md b/docs/api/python/ndarray/ndarray.md
index 4988f40ec38e..d3eedcbc838c 100644
--- a/docs/api/python/ndarray/ndarray.md
+++ b/docs/api/python/ndarray/ndarray.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray API
diff --git a/docs/api/python/ndarray/random.md b/docs/api/python/ndarray/random.md
index 8f54622b412c..9377864e6277 100644
--- a/docs/api/python/ndarray/random.md
+++ b/docs/api/python/ndarray/random.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Random Distribution Generator NDArray API
diff --git a/docs/api/python/ndarray/sparse.md b/docs/api/python/ndarray/sparse.md
index 0a513dc7a624..71dfaafbf294 100644
--- a/docs/api/python/ndarray/sparse.md
+++ b/docs/api/python/ndarray/sparse.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Sparse NDArray API
diff --git a/docs/api/python/optimization/contrib.md b/docs/api/python/optimization/contrib.md
index d67887992e50..a431508aa22d 100644
--- a/docs/api/python/optimization/contrib.md
+++ b/docs/api/python/optimization/contrib.md
@@ -1,21 +1,19 @@
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+
+
+
+
+
+
+
+
+
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+
+
+
+
+
+
# Contrib Optimization API
diff --git a/docs/api/python/optimization/optimization.md b/docs/api/python/optimization/optimization.md
index 56bf8f538ed8..03448123a14f 100644
--- a/docs/api/python/optimization/optimization.md
+++ b/docs/api/python/optimization/optimization.md
@@ -1,21 +1,19 @@
-
+
+
+
+
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+
+
+
+
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+
+
+
+
+
+
# Optimization: initialize and update weights
diff --git a/docs/api/python/rtc/rtc.md b/docs/api/python/rtc/rtc.md
index 5f90f3a8b77c..8f5f4e773efc 100644
--- a/docs/api/python/rtc/rtc.md
+++ b/docs/api/python/rtc/rtc.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Run-Time Compilation API
diff --git a/docs/api/python/symbol/contrib.md b/docs/api/python/symbol/contrib.md
index 449d9a0485fe..f5aadd918d70 100644
--- a/docs/api/python/symbol/contrib.md
+++ b/docs/api/python/symbol/contrib.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Contrib Symbol API
diff --git a/docs/api/python/symbol/linalg.md b/docs/api/python/symbol/linalg.md
index c04846e7ba92..f1891e29f896 100644
--- a/docs/api/python/symbol/linalg.md
+++ b/docs/api/python/symbol/linalg.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Linear Algebra Symbol API
diff --git a/docs/api/python/symbol/random.md b/docs/api/python/symbol/random.md
index 5645828948e5..6039925c0d0e 100644
--- a/docs/api/python/symbol/random.md
+++ b/docs/api/python/symbol/random.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Random Distribution Generator Symbol API
diff --git a/docs/api/python/symbol/rnn.md b/docs/api/python/symbol/rnn.md
index 627d2e0cde37..287e5a178ad2 100644
--- a/docs/api/python/symbol/rnn.md
+++ b/docs/api/python/symbol/rnn.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# RNN Cell Symbol API
diff --git a/docs/api/python/symbol/sparse.md b/docs/api/python/symbol/sparse.md
index 866a302940cc..473bb4bbe530 100644
--- a/docs/api/python/symbol/sparse.md
+++ b/docs/api/python/symbol/sparse.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Sparse Symbol API
diff --git a/docs/api/python/symbol/symbol.md b/docs/api/python/symbol/symbol.md
index 324cb6fa9361..145aef4d8bf1 100644
--- a/docs/api/python/symbol/symbol.md
+++ b/docs/api/python/symbol/symbol.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Symbol API
diff --git a/docs/api/python/symbol_in_pictures/symbol_in_pictures.md b/docs/api/python/symbol_in_pictures/symbol_in_pictures.md
index 5326ade3003f..23a9757b83d6 100644
--- a/docs/api/python/symbol_in_pictures/symbol_in_pictures.md
+++ b/docs/api/python/symbol_in_pictures/symbol_in_pictures.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Symbolic Configuration and Execution in Pictures
diff --git a/docs/api/python/tools/test_utils.md b/docs/api/python/tools/test_utils.md
index 2896a594c004..a442e9b46941 100644
--- a/docs/api/python/tools/test_utils.md
+++ b/docs/api/python/tools/test_utils.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Test Utilities
diff --git a/docs/api/python/tools/visualization.md b/docs/api/python/tools/visualization.md
index 8ba722878616..c807ce6fbe05 100644
--- a/docs/api/python/tools/visualization.md
+++ b/docs/api/python/tools/visualization.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Visualization
diff --git a/docs/api/r/index.md b/docs/api/r/index.md
index 5a85a770d80e..e8032cf62bfb 100644
--- a/docs/api/r/index.md
+++ b/docs/api/r/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet - R API
diff --git a/docs/api/scala/index.md b/docs/api/scala/index.md
index c55cd9e5abac..24369ae3f69b 100644
--- a/docs/api/scala/index.md
+++ b/docs/api/scala/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet - Scala API
diff --git a/docs/api/scala/infer.md b/docs/api/scala/infer.md
index af50fc2e4b03..d9a4a62bb7c7 100644
--- a/docs/api/scala/infer.md
+++ b/docs/api/scala/infer.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Infer API
The MXNet Scala Infer API provides you with model loading and inference functionality using the MXNet Scala package.
diff --git a/docs/api/scala/io.md b/docs/api/scala/io.md
index fe819e876bbd..9a7a865f9ea5 100644
--- a/docs/api/scala/io.md
+++ b/docs/api/scala/io.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Scala Data Loading API
This topic introduces the data input method for MXNet. MXNet uses an iterator to provide data to the neural network. Iterators do some preprocessing and generate batches for the neural network.
diff --git a/docs/api/scala/kvstore.md b/docs/api/scala/kvstore.md
index f2b63a6e8352..bb6bafc8d414 100644
--- a/docs/api/scala/kvstore.md
+++ b/docs/api/scala/kvstore.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# KVStore API
diff --git a/docs/api/scala/model.md b/docs/api/scala/model.md
index 4eeae42de6be..12156132d35a 100644
--- a/docs/api/scala/model.md
+++ b/docs/api/scala/model.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Scala Model API
diff --git a/docs/api/scala/module.md b/docs/api/scala/module.md
index c7f9a0a29a3b..09e7c657c12e 100644
--- a/docs/api/scala/module.md
+++ b/docs/api/scala/module.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Module API
The module API provides an intermediate and high-level interface for performing computation with neural networks in MXNet. A *module* is an instance of subclasses of the `BaseModule`. The most widely used module class is called `Module`. Module wraps a `Symbol` and one or more `Executors`. For a full list of functions, see `BaseModule`.
diff --git a/docs/api/scala/ndarray.md b/docs/api/scala/ndarray.md
index 13cfa5e14d1c..6544c2cc016f 100644
--- a/docs/api/scala/ndarray.md
+++ b/docs/api/scala/ndarray.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray API
diff --git a/docs/api/scala/symbol.md b/docs/api/scala/symbol.md
index 51c6874b0166..275fda3d87ed 100644
--- a/docs/api/scala/symbol.md
+++ b/docs/api/scala/symbol.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Scala Symbolic API
diff --git a/docs/api/scala/symbol_in_pictures.md b/docs/api/scala/symbol_in_pictures.md
index 9d6ecdd55202..23ece95e835a 100644
--- a/docs/api/scala/symbol_in_pictures.md
+++ b/docs/api/scala/symbol_in_pictures.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Symbolic Configuration and Execution in Pictures
diff --git a/docs/architecture/exception_handling.md b/docs/architecture/exception_handling.md
index 08b05058628e..6a9ab9ae0c4c 100644
--- a/docs/architecture/exception_handling.md
+++ b/docs/architecture/exception_handling.md
@@ -1,21 +1,19 @@
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+
+
+
+
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+
+
+
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+
+
+
+
+
+
# Exception Handling in MXNet
diff --git a/docs/architecture/index.md b/docs/architecture/index.md
index d17564090c89..3c71edfeeb05 100644
--- a/docs/architecture/index.md
+++ b/docs/architecture/index.md
@@ -1,21 +1,19 @@
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+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Architecture
diff --git a/docs/architecture/note_data_loading.md b/docs/architecture/note_data_loading.md
index 83420a3ff071..293b67572cb3 100644
--- a/docs/architecture/note_data_loading.md
+++ b/docs/architecture/note_data_loading.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Designing Efficient Data Loaders for Deep Learning
diff --git a/docs/architecture/note_engine.md b/docs/architecture/note_engine.md
index 378191cdb184..6d0e1e19fcef 100644
--- a/docs/architecture/note_engine.md
+++ b/docs/architecture/note_engine.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Dependency Engine for Deep Learning
diff --git a/docs/architecture/note_memory.md b/docs/architecture/note_memory.md
index cd161c9ed0f0..e8b795bbd5c4 100644
--- a/docs/architecture/note_memory.md
+++ b/docs/architecture/note_memory.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Optimizing Memory Consumption in Deep Learning
diff --git a/docs/architecture/overview.md b/docs/architecture/overview.md
index 4be0c8c2ccc4..98a5aa04d3f9 100644
--- a/docs/architecture/overview.md
+++ b/docs/architecture/overview.md
@@ -1,21 +1,19 @@
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+
+
+
+
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+
+
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+
+
+
+
+
+
# MXNet System Architecture
diff --git a/docs/architecture/program_model.md b/docs/architecture/program_model.md
index b4d2c31accda..2731a3df7394 100644
--- a/docs/architecture/program_model.md
+++ b/docs/architecture/program_model.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Deep Learning Programming Style
diff --git a/docs/architecture/rnn_interface.md b/docs/architecture/rnn_interface.md
index 523295e934df..5cd5a7b85835 100644
--- a/docs/architecture/rnn_interface.md
+++ b/docs/architecture/rnn_interface.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Survey of Existing Interfaces and Implementations
diff --git a/docs/build_version_doc/README.md b/docs/build_version_doc/README.md
index 2e30a3bbe5f9..4821f50f5d6e 100644
--- a/docs/build_version_doc/README.md
+++ b/docs/build_version_doc/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Documentation Build Scripts
diff --git a/docs/community/contribute.md b/docs/community/contribute.md
index 0ecfd29dcd93..eb458f0a263a 100644
--- a/docs/community/contribute.md
+++ b/docs/community/contribute.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Contributing to MXNet
diff --git a/docs/community/ecosystem.md b/docs/community/ecosystem.md
index 6e34857edace..d97fb5ebb8f1 100644
--- a/docs/community/ecosystem.md
+++ b/docs/community/ecosystem.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet's Ecosystem
diff --git a/docs/community/index.md b/docs/community/index.md
index a2be9861db96..5db4253a65df 100644
--- a/docs/community/index.md
+++ b/docs/community/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# MXNet Community
diff --git a/docs/community/mxnet_channels.md b/docs/community/mxnet_channels.md
index 6e2f754b3f91..4e7bc23b5579 100644
--- a/docs/community/mxnet_channels.md
+++ b/docs/community/mxnet_channels.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Join MXNet Development Discussion
diff --git a/docs/community/powered_by.md b/docs/community/powered_by.md
index 0cca3d02f0c1..4b854c4afdc6 100644
--- a/docs/community/powered_by.md
+++ b/docs/community/powered_by.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Powered By
diff --git a/docs/faq/add_op_in_backend.md b/docs/faq/add_op_in_backend.md
index 6102909485c0..ba7e3db0160f 100644
--- a/docs/faq/add_op_in_backend.md
+++ b/docs/faq/add_op_in_backend.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# A Beginner's Guide to Implementing Operators in MXNet Backend
diff --git a/docs/faq/bucketing.md b/docs/faq/bucketing.md
index 49994dc4fe97..b5fb987d23e4 100644
--- a/docs/faq/bucketing.md
+++ b/docs/faq/bucketing.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Bucketing in MXNet
When we train recurrent neural networks (RNNs), we _unroll_ the network in time.
diff --git a/docs/faq/caffe.md b/docs/faq/caffe.md
index b99acb07e0bd..e0362ca2776b 100644
--- a/docs/faq/caffe.md
+++ b/docs/faq/caffe.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# How to | Convert from Caffe to MXNet
diff --git a/docs/faq/cloud.md b/docs/faq/cloud.md
index bd2987f0a057..ecc0f46e02c0 100644
--- a/docs/faq/cloud.md
+++ b/docs/faq/cloud.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# MXNet on the Cloud
diff --git a/docs/faq/develop_and_hack.md b/docs/faq/develop_and_hack.md
index 9bc2fd2b2b63..e6faa0aed953 100644
--- a/docs/faq/develop_and_hack.md
+++ b/docs/faq/develop_and_hack.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Develop and Hack MXNet
- [Create new operators](new_op.md)
diff --git a/docs/faq/distributed_training.md b/docs/faq/distributed_training.md
index 32696f34e250..4d4a220c5661 100644
--- a/docs/faq/distributed_training.md
+++ b/docs/faq/distributed_training.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Distributed Training in MXNet
MXNet supports distributed training enabling us to leverage multiple machines for faster training.
diff --git a/docs/faq/env_var.md b/docs/faq/env_var.md
index 39caaa58f746..ab7c6f3308e9 100644
--- a/docs/faq/env_var.md
+++ b/docs/faq/env_var.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Environment Variables
=====================
diff --git a/docs/faq/faq.md b/docs/faq/faq.md
index 4682c95d2a47..b7866be5c03a 100644
--- a/docs/faq/faq.md
+++ b/docs/faq/faq.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Frequently Asked Questions
diff --git a/docs/faq/finetune.md b/docs/faq/finetune.md
index 33a4ffb32521..4a03eefa05c9 100644
--- a/docs/faq/finetune.md
+++ b/docs/faq/finetune.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Fine-tune with Pretrained Models
diff --git a/docs/faq/float16.md b/docs/faq/float16.md
index 0fda178c4bde..323218ce7df6 100644
--- a/docs/faq/float16.md
+++ b/docs/faq/float16.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Mixed precision training using float16
diff --git a/docs/faq/gradient_compression.md b/docs/faq/gradient_compression.md
index adf7f62bc193..9e926c52feca 100644
--- a/docs/faq/gradient_compression.md
+++ b/docs/faq/gradient_compression.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Gradient Compression
diff --git a/docs/faq/index.md b/docs/faq/index.md
index b94b1050723d..e49c4d91a9d2 100644
--- a/docs/faq/index.md
+++ b/docs/faq/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet FAQ
diff --git a/docs/faq/model_parallel_lstm.md b/docs/faq/model_parallel_lstm.md
index 63f4db6d9df9..e9a8768b6fec 100644
--- a/docs/faq/model_parallel_lstm.md
+++ b/docs/faq/model_parallel_lstm.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Training with Multiple GPUs Using Model Parallelism
Training deep learning models can be resource intensive.
diff --git a/docs/faq/multi_devices.md b/docs/faq/multi_devices.md
index 46ec837025d9..60a8003f75d0 100644
--- a/docs/faq/multi_devices.md
+++ b/docs/faq/multi_devices.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Run MXNet on Multiple CPU/GPUs with Data Parallelism
diff --git a/docs/faq/new_op.md b/docs/faq/new_op.md
index 910bb64ef5d9..4d51eaf8059d 100644
--- a/docs/faq/new_op.md
+++ b/docs/faq/new_op.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# How to Create New Operators (Layers)
diff --git a/docs/faq/nnpack.md b/docs/faq/nnpack.md
index 690315efe54a..c0b27b9bf4e6 100644
--- a/docs/faq/nnpack.md
+++ b/docs/faq/nnpack.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
### NNPACK for Multi-Core CPU Support in MXNet
[NNPACK](https://github.com/Maratyszcza/NNPACK) is an acceleration package
diff --git a/docs/faq/perf.md b/docs/faq/perf.md
index d00c904c0873..00310dfbb5bd 100644
--- a/docs/faq/perf.md
+++ b/docs/faq/perf.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Some Tips for Improving MXNet Performance
Even after fixing the training or deployment environment and parallelization scheme,
diff --git a/docs/faq/recordio.md b/docs/faq/recordio.md
index 3ece38617513..7367b524224d 100644
--- a/docs/faq/recordio.md
+++ b/docs/faq/recordio.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
## Create a Dataset Using RecordIO
diff --git a/docs/faq/s3_integration.md b/docs/faq/s3_integration.md
index 18bd38df71df..49520b5814e1 100644
--- a/docs/faq/s3_integration.md
+++ b/docs/faq/s3_integration.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Use data from S3 for training
diff --git a/docs/faq/security.md b/docs/faq/security.md
index 05153e20aaf1..88d48be35ecb 100644
--- a/docs/faq/security.md
+++ b/docs/faq/security.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Security Best Practices
diff --git a/docs/faq/smart_device.md b/docs/faq/smart_device.md
index 1c4a8919d981..c56457a626cb 100644
--- a/docs/faq/smart_device.md
+++ b/docs/faq/smart_device.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Deep Learning in a Single File for Smart Devices
diff --git a/docs/faq/visualize_graph.md b/docs/faq/visualize_graph.md
index 4623346a5a81..adeb0e49136f 100644
--- a/docs/faq/visualize_graph.md
+++ b/docs/faq/visualize_graph.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# How to visualize Neural Networks as computation graph
diff --git a/docs/faq/why_mxnet.md b/docs/faq/why_mxnet.md
index 00f21043cc41..140e853e2692 100644
--- a/docs/faq/why_mxnet.md
+++ b/docs/faq/why_mxnet.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Why MXNet?
diff --git a/docs/gluon/index.md b/docs/gluon/index.md
index 99a9258af618..0f09699d122e 100644
--- a/docs/gluon/index.md
+++ b/docs/gluon/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# About Gluon
diff --git a/docs/index.md b/docs/index.md
index 1ecdbde909d5..e7f314eb169b 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# MXNet
diff --git a/docs/install/amazonlinux_setup.md b/docs/install/amazonlinux_setup.md
index baac53461ffd..a432d4815662 100644
--- a/docs/install/amazonlinux_setup.md
+++ b/docs/install/amazonlinux_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
diff --git a/docs/install/build_from_source.md b/docs/install/build_from_source.md
index 611590813abb..0ab8b5c8f8f1 100644
--- a/docs/install/build_from_source.md
+++ b/docs/install/build_from_source.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Build MXNet from Source
diff --git a/docs/install/c_plus_plus.md b/docs/install/c_plus_plus.md
index b717115c69bb..a24deff01354 100644
--- a/docs/install/c_plus_plus.md
+++ b/docs/install/c_plus_plus.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
## Build the C++ package
The C++ package has the same prerequisites as the MXNet library.
diff --git a/docs/install/centos_setup.md b/docs/install/centos_setup.md
index a42c337c0f91..e01b68221bd9 100644
--- a/docs/install/centos_setup.md
+++ b/docs/install/centos_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Installing MXNet on CentOS and other non-Ubuntu Linux systems
diff --git a/docs/install/download.md b/docs/install/download.md
index 998336731d5f..725cf5eb72db 100644
--- a/docs/install/download.md
+++ b/docs/install/download.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Source Download
diff --git a/docs/install/index.md b/docs/install/index.md
index 057c9d1a96b7..23df67dd3dad 100644
--- a/docs/install/index.md
+++ b/docs/install/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Installing MXNet
diff --git a/docs/install/java_setup.md b/docs/install/java_setup.md
index 19bac17ee4bb..8d5f872ecebf 100644
--- a/docs/install/java_setup.md
+++ b/docs/install/java_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Setup the MXNet Package for Java
diff --git a/docs/install/osx_setup.md b/docs/install/osx_setup.md
index 7e7fc6fc13e0..d9437ab11b2d 100644
--- a/docs/install/osx_setup.md
+++ b/docs/install/osx_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Installing MXNet from source on OS X (Mac)
diff --git a/docs/install/raspbian_setup.md b/docs/install/raspbian_setup.md
index baac53461ffd..a432d4815662 100644
--- a/docs/install/raspbian_setup.md
+++ b/docs/install/raspbian_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
diff --git a/docs/install/scala_setup.md b/docs/install/scala_setup.md
index 47fdc7c9aced..d5d58cedcaa4 100644
--- a/docs/install/scala_setup.md
+++ b/docs/install/scala_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Setup the MXNet Package for Scala
diff --git a/docs/install/tx2_setup.md b/docs/install/tx2_setup.md
index baac53461ffd..a432d4815662 100644
--- a/docs/install/tx2_setup.md
+++ b/docs/install/tx2_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
diff --git a/docs/install/ubuntu_setup.md b/docs/install/ubuntu_setup.md
index 122745c483a0..df42e58ee792 100644
--- a/docs/install/ubuntu_setup.md
+++ b/docs/install/ubuntu_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Installing MXNet on Ubuntu
diff --git a/docs/install/validate_mxnet.md b/docs/install/validate_mxnet.md
index 1dd4df89b149..c31463b63eee 100644
--- a/docs/install/validate_mxnet.md
+++ b/docs/install/validate_mxnet.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Validate Your MXNet Installation
diff --git a/docs/install/windows_setup.md b/docs/install/windows_setup.md
index 383bca0b9778..3c3da5349235 100644
--- a/docs/install/windows_setup.md
+++ b/docs/install/windows_setup.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Installing MXNet on Windows
diff --git a/docs/model_zoo/index.md b/docs/model_zoo/index.md
index 0a65a8d68ff8..cfe13caa0bf0 100644
--- a/docs/model_zoo/index.md
+++ b/docs/model_zoo/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Model Zoo
diff --git a/docs/tutorials/basic/data.md b/docs/tutorials/basic/data.md
index e62ea4fa9737..00c87d0c37c5 100644
--- a/docs/tutorials/basic/data.md
+++ b/docs/tutorials/basic/data.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Iterators - Loading data
In this tutorial, we focus on how to feed data into a training or inference program.
diff --git a/docs/tutorials/basic/index.md b/docs/tutorials/basic/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/basic/index.md
+++ b/docs/tutorials/basic/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/basic/module.md b/docs/tutorials/basic/module.md
index 67f5d8aecd1f..64a1e9482ea8 100644
--- a/docs/tutorials/basic/module.md
+++ b/docs/tutorials/basic/module.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Module - Neural network training and inference
diff --git a/docs/tutorials/basic/ndarray.md b/docs/tutorials/basic/ndarray.md
index 00cac64dd6ba..be5dbcf29e88 100644
--- a/docs/tutorials/basic/ndarray.md
+++ b/docs/tutorials/basic/ndarray.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray - Imperative tensor operations on CPU/GPU
diff --git a/docs/tutorials/basic/ndarray_indexing.md b/docs/tutorials/basic/ndarray_indexing.md
index e06e5cb4482d..00a231351d7d 100644
--- a/docs/tutorials/basic/ndarray_indexing.md
+++ b/docs/tutorials/basic/ndarray_indexing.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray Indexing - Array indexing features
diff --git a/docs/tutorials/basic/symbol.md b/docs/tutorials/basic/symbol.md
index 5642bab74d64..cff12aca3c95 100644
--- a/docs/tutorials/basic/symbol.md
+++ b/docs/tutorials/basic/symbol.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Symbol - Neural network graphs
diff --git a/docs/tutorials/c++/basics.md b/docs/tutorials/c++/basics.md
index a960b1817635..ddc5595cf3c0 100644
--- a/docs/tutorials/c++/basics.md
+++ b/docs/tutorials/c++/basics.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Basics
======
diff --git a/docs/tutorials/c++/index.md b/docs/tutorials/c++/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/c++/index.md
+++ b/docs/tutorials/c++/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/c++/subgraphAPI.md b/docs/tutorials/c++/subgraphAPI.md
index a830bcbcf422..b834df8741b5 100644
--- a/docs/tutorials/c++/subgraphAPI.md
+++ b/docs/tutorials/c++/subgraphAPI.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
## Subgraph API
diff --git a/docs/tutorials/control_flow/ControlFlowTutorial.md b/docs/tutorials/control_flow/ControlFlowTutorial.md
index 173027b13bcf..88aa383cb011 100644
--- a/docs/tutorials/control_flow/ControlFlowTutorial.md
+++ b/docs/tutorials/control_flow/ControlFlowTutorial.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Hybridize Gluon models with control flows.
diff --git a/docs/tutorials/control_flow/index.md b/docs/tutorials/control_flow/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/control_flow/index.md
+++ b/docs/tutorials/control_flow/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/embedded/index.md b/docs/tutorials/embedded/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/embedded/index.md
+++ b/docs/tutorials/embedded/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/embedded/wine_detector.md b/docs/tutorials/embedded/wine_detector.md
index b59a52bd8649..f0ae8273203e 100644
--- a/docs/tutorials/embedded/wine_detector.md
+++ b/docs/tutorials/embedded/wine_detector.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Real-time Object Detection with MXNet On The Raspberry Pi
diff --git a/docs/tutorials/gluon/autograd.md b/docs/tutorials/gluon/autograd.md
index 495db34de825..4d8a042c9b03 100644
--- a/docs/tutorials/gluon/autograd.md
+++ b/docs/tutorials/gluon/autograd.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Automatic differentiation
diff --git a/docs/tutorials/gluon/custom_layer.md b/docs/tutorials/gluon/custom_layer.md
index a45622d175cc..40ba0823a9d5 100644
--- a/docs/tutorials/gluon/custom_layer.md
+++ b/docs/tutorials/gluon/custom_layer.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# How to write a custom layer in Apache MxNet Gluon API
diff --git a/docs/tutorials/gluon/customop.md b/docs/tutorials/gluon/customop.md
index 5552093484ba..eae0344c8702 100644
--- a/docs/tutorials/gluon/customop.md
+++ b/docs/tutorials/gluon/customop.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Creating custom operators with numpy
diff --git a/docs/tutorials/gluon/data_augmentation.md b/docs/tutorials/gluon/data_augmentation.md
index ce631cea5fbf..356d335a8ca2 100644
--- a/docs/tutorials/gluon/data_augmentation.md
+++ b/docs/tutorials/gluon/data_augmentation.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Methods of applying data augmentation (Gluon API)
diff --git a/docs/tutorials/gluon/datasets.md b/docs/tutorials/gluon/datasets.md
index 94b27bbbd331..c029124af8b6 100644
--- a/docs/tutorials/gluon/datasets.md
+++ b/docs/tutorials/gluon/datasets.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Gluon `Dataset`s and `DataLoader`
diff --git a/docs/tutorials/gluon/gluon.md b/docs/tutorials/gluon/gluon.md
index 6cf27ff603d2..d9a6e93af689 100644
--- a/docs/tutorials/gluon/gluon.md
+++ b/docs/tutorials/gluon/gluon.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Gluon - Neural network building blocks
diff --git a/docs/tutorials/gluon/gotchas_numpy_in_mxnet.md b/docs/tutorials/gluon/gotchas_numpy_in_mxnet.md
index 4b2fa95ce885..1c285a41d76b 100644
--- a/docs/tutorials/gluon/gotchas_numpy_in_mxnet.md
+++ b/docs/tutorials/gluon/gotchas_numpy_in_mxnet.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Gotchas using NumPy in Apache MXNet
diff --git a/docs/tutorials/gluon/hybrid.md b/docs/tutorials/gluon/hybrid.md
index 54f578b71edc..db1cf64e4864 100644
--- a/docs/tutorials/gluon/hybrid.md
+++ b/docs/tutorials/gluon/hybrid.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Hybrid - Faster training and easy deployment
diff --git a/docs/tutorials/gluon/index.md b/docs/tutorials/gluon/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/gluon/index.md
+++ b/docs/tutorials/gluon/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/gluon/info_gan.md b/docs/tutorials/gluon/info_gan.md
index 2b8cdfe3fc4e..93fd6cb5e7fd 100644
--- a/docs/tutorials/gluon/info_gan.md
+++ b/docs/tutorials/gluon/info_gan.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Image similarity search with InfoGAN
diff --git a/docs/tutorials/gluon/learning_rate_finder.md b/docs/tutorials/gluon/learning_rate_finder.md
index b4627f25bc39..30c66e302766 100644
--- a/docs/tutorials/gluon/learning_rate_finder.md
+++ b/docs/tutorials/gluon/learning_rate_finder.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Learning Rate Finder
diff --git a/docs/tutorials/gluon/learning_rate_schedules.md b/docs/tutorials/gluon/learning_rate_schedules.md
index 3416ab44f992..46c79ebc249b 100644
--- a/docs/tutorials/gluon/learning_rate_schedules.md
+++ b/docs/tutorials/gluon/learning_rate_schedules.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Learning Rate Schedules
diff --git a/docs/tutorials/gluon/learning_rate_schedules_advanced.md b/docs/tutorials/gluon/learning_rate_schedules_advanced.md
index 0d933997a2bb..287f70d535e8 100644
--- a/docs/tutorials/gluon/learning_rate_schedules_advanced.md
+++ b/docs/tutorials/gluon/learning_rate_schedules_advanced.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Advanced Learning Rate Schedules
diff --git a/docs/tutorials/gluon/logistic_regression_explained.md b/docs/tutorials/gluon/logistic_regression_explained.md
index 93a93ccc9c32..57ed56eb8f4f 100644
--- a/docs/tutorials/gluon/logistic_regression_explained.md
+++ b/docs/tutorials/gluon/logistic_regression_explained.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Logistic regression using Gluon API explained
diff --git a/docs/tutorials/gluon/mnist.md b/docs/tutorials/gluon/mnist.md
index 7b8c3031cf5e..3758f561a573 100644
--- a/docs/tutorials/gluon/mnist.md
+++ b/docs/tutorials/gluon/mnist.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Hand-written Digit Recognition
diff --git a/docs/tutorials/gluon/naming.md b/docs/tutorials/gluon/naming.md
index 16383d309fc5..e667ad3cb79e 100644
--- a/docs/tutorials/gluon/naming.md
+++ b/docs/tutorials/gluon/naming.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Naming of Gluon Parameter and Blocks
diff --git a/docs/tutorials/gluon/ndarray.md b/docs/tutorials/gluon/ndarray.md
index f4bae9494454..f1503aec18db 100644
--- a/docs/tutorials/gluon/ndarray.md
+++ b/docs/tutorials/gluon/ndarray.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray - Scientific computing on CPU and GPU
diff --git a/docs/tutorials/gluon/pretrained_models.md b/docs/tutorials/gluon/pretrained_models.md
index 796fe05e731e..27ec1a95b8cd 100644
--- a/docs/tutorials/gluon/pretrained_models.md
+++ b/docs/tutorials/gluon/pretrained_models.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Using pre-trained models in MXNet
diff --git a/docs/tutorials/gluon/save_load_params.md b/docs/tutorials/gluon/save_load_params.md
index feaf5eaf8547..ffebefdf80e1 100644
--- a/docs/tutorials/gluon/save_load_params.md
+++ b/docs/tutorials/gluon/save_load_params.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Saving and Loading Gluon Models
diff --git a/docs/tutorials/index.md b/docs/tutorials/index.md
index 6377567f48ec..f8a9b64a6640 100644
--- a/docs/tutorials/index.md
+++ b/docs/tutorials/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/java/index.md b/docs/tutorials/java/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/java/index.md
+++ b/docs/tutorials/java/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/java/mxnet_java_on_intellij.md b/docs/tutorials/java/mxnet_java_on_intellij.md
index 20e310e6b4b6..cbe885e655a0 100644
--- a/docs/tutorials/java/mxnet_java_on_intellij.md
+++ b/docs/tutorials/java/mxnet_java_on_intellij.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Run MXNet Java Examples Using the IntelliJ IDE (macOS)
diff --git a/docs/tutorials/java/ssd_inference.md b/docs/tutorials/java/ssd_inference.md
index b61fe97036ef..1117bbdcfa5b 100644
--- a/docs/tutorials/java/ssd_inference.md
+++ b/docs/tutorials/java/ssd_inference.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Multi Object Detection using pre-trained SSD Model via Java Inference APIs
diff --git a/docs/tutorials/nlp/cnn.md b/docs/tutorials/nlp/cnn.md
index 128f5caaae26..e671de3a1f57 100644
--- a/docs/tutorials/nlp/cnn.md
+++ b/docs/tutorials/nlp/cnn.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Text Classification Using a Convolutional Neural Network on MXNet
diff --git a/docs/tutorials/nlp/index.md b/docs/tutorials/nlp/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/nlp/index.md
+++ b/docs/tutorials/nlp/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/onnx/export_mxnet_to_onnx.md b/docs/tutorials/onnx/export_mxnet_to_onnx.md
index 6190b9242a74..c0f8d92901f6 100644
--- a/docs/tutorials/onnx/export_mxnet_to_onnx.md
+++ b/docs/tutorials/onnx/export_mxnet_to_onnx.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Exporting MXNet model to ONNX format
diff --git a/docs/tutorials/onnx/fine_tuning_gluon.md b/docs/tutorials/onnx/fine_tuning_gluon.md
index 70c1469afa94..dd0c0e93e862 100644
--- a/docs/tutorials/onnx/fine_tuning_gluon.md
+++ b/docs/tutorials/onnx/fine_tuning_gluon.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Fine-tuning an ONNX model with MXNet/Gluon
diff --git a/docs/tutorials/onnx/index.md b/docs/tutorials/onnx/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/onnx/index.md
+++ b/docs/tutorials/onnx/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/onnx/inference_on_onnx_model.md b/docs/tutorials/onnx/inference_on_onnx_model.md
index f500956f72c6..f12e050fcc73 100644
--- a/docs/tutorials/onnx/inference_on_onnx_model.md
+++ b/docs/tutorials/onnx/inference_on_onnx_model.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Running inference on MXNet/Gluon from an ONNX model
diff --git a/docs/tutorials/onnx/super_resolution.md b/docs/tutorials/onnx/super_resolution.md
index d9825090e8ee..db5932949f14 100644
--- a/docs/tutorials/onnx/super_resolution.md
+++ b/docs/tutorials/onnx/super_resolution.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Importing an ONNX model into MXNet
diff --git a/docs/tutorials/python/data_augmentation.md b/docs/tutorials/python/data_augmentation.md
index 1034f621ba6f..45a4e3d8c86d 100644
--- a/docs/tutorials/python/data_augmentation.md
+++ b/docs/tutorials/python/data_augmentation.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Methods of applying data augmentation (Module API)
diff --git a/docs/tutorials/python/data_augmentation_with_masks.md b/docs/tutorials/python/data_augmentation_with_masks.md
index 080708caedb1..66beece720a9 100644
--- a/docs/tutorials/python/data_augmentation_with_masks.md
+++ b/docs/tutorials/python/data_augmentation_with_masks.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Data Augmentation with Masks
diff --git a/docs/tutorials/python/index.md b/docs/tutorials/python/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/python/index.md
+++ b/docs/tutorials/python/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/python/kvstore.md b/docs/tutorials/python/kvstore.md
index 593c240ad17c..42debab9b83e 100644
--- a/docs/tutorials/python/kvstore.md
+++ b/docs/tutorials/python/kvstore.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Distributed Key-Value Store
diff --git a/docs/tutorials/python/linear-regression.md b/docs/tutorials/python/linear-regression.md
index 77ca7f9a7ceb..47d1acae9a14 100644
--- a/docs/tutorials/python/linear-regression.md
+++ b/docs/tutorials/python/linear-regression.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Linear Regression
diff --git a/docs/tutorials/python/matrix_factorization.md b/docs/tutorials/python/matrix_factorization.md
index 62674e7ad646..cfe73a4856e0 100644
--- a/docs/tutorials/python/matrix_factorization.md
+++ b/docs/tutorials/python/matrix_factorization.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Matrix Factorization
diff --git a/docs/tutorials/python/mnist.md b/docs/tutorials/python/mnist.md
index a8eee40e095e..9d641b36c202 100644
--- a/docs/tutorials/python/mnist.md
+++ b/docs/tutorials/python/mnist.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Handwritten Digit Recognition
diff --git a/docs/tutorials/python/predict_image.md b/docs/tutorials/python/predict_image.md
index e02db165d7f6..0721abd6a731 100644
--- a/docs/tutorials/python/predict_image.md
+++ b/docs/tutorials/python/predict_image.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Predict with pre-trained models
diff --git a/docs/tutorials/python/profiler.md b/docs/tutorials/python/profiler.md
index 1d6c0b2fc7f6..fe7611aa538f 100644
--- a/docs/tutorials/python/profiler.md
+++ b/docs/tutorials/python/profiler.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Profiling MXNet Models
diff --git a/docs/tutorials/python/types_of_data_augmentation.md b/docs/tutorials/python/types_of_data_augmentation.md
index 344f3cd4d34a..63ad468f85f6 100644
--- a/docs/tutorials/python/types_of_data_augmentation.md
+++ b/docs/tutorials/python/types_of_data_augmentation.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Types of Data Augmentation
diff --git a/docs/tutorials/r/CallbackFunction.md b/docs/tutorials/r/CallbackFunction.md
index f3156cd969e8..1258c527e456 100644
--- a/docs/tutorials/r/CallbackFunction.md
+++ b/docs/tutorials/r/CallbackFunction.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Callback Function
======================================
diff --git a/docs/tutorials/r/CustomIterator.md b/docs/tutorials/r/CustomIterator.md
index 62a618a51590..377838d93e46 100644
--- a/docs/tutorials/r/CustomIterator.md
+++ b/docs/tutorials/r/CustomIterator.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Custom Iterator Tutorial
======================================
diff --git a/docs/tutorials/r/CustomLossFunction.md b/docs/tutorials/r/CustomLossFunction.md
index 87ac40dafc63..6b60886bceba 100644
--- a/docs/tutorials/r/CustomLossFunction.md
+++ b/docs/tutorials/r/CustomLossFunction.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Customized loss function
======================================
diff --git a/docs/tutorials/r/MultidimLstm.md b/docs/tutorials/r/MultidimLstm.md
index 49a07361c9d4..5abd38d2e02c 100644
--- a/docs/tutorials/r/MultidimLstm.md
+++ b/docs/tutorials/r/MultidimLstm.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
LSTM time series example
=============================================
diff --git a/docs/tutorials/r/charRnnModel.md b/docs/tutorials/r/charRnnModel.md
index f0d1f9e4d1fb..ed873d49214d 100644
--- a/docs/tutorials/r/charRnnModel.md
+++ b/docs/tutorials/r/charRnnModel.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Character-level Language Model using RNN
diff --git a/docs/tutorials/r/classifyRealImageWithPretrainedModel.md b/docs/tutorials/r/classifyRealImageWithPretrainedModel.md
index 8a7daf87e4f1..1344285dac59 100644
--- a/docs/tutorials/r/classifyRealImageWithPretrainedModel.md
+++ b/docs/tutorials/r/classifyRealImageWithPretrainedModel.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Classify Images with a PreTrained Model
=================================================
diff --git a/docs/tutorials/r/fiveMinutesNeuralNetwork.md b/docs/tutorials/r/fiveMinutesNeuralNetwork.md
index 68fcd83d8b9d..0cf7e6d4a34d 100644
--- a/docs/tutorials/r/fiveMinutesNeuralNetwork.md
+++ b/docs/tutorials/r/fiveMinutesNeuralNetwork.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Develop a Neural Network with MXNet in Five Minutes
=============================================
diff --git a/docs/tutorials/r/index.md b/docs/tutorials/r/index.md
index 6ab039561886..13db9694864d 100644
--- a/docs/tutorials/r/index.md
+++ b/docs/tutorials/r/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# R Tutorials
diff --git a/docs/tutorials/r/mnistCompetition.md b/docs/tutorials/r/mnistCompetition.md
index 95efbfd6d7af..f59aabd77905 100644
--- a/docs/tutorials/r/mnistCompetition.md
+++ b/docs/tutorials/r/mnistCompetition.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Handwritten Digits Classification Competition
=============================================
diff --git a/docs/tutorials/r/ndarray.md b/docs/tutorials/r/ndarray.md
index 30f5d887a3b6..e935a5052cf3 100644
--- a/docs/tutorials/r/ndarray.md
+++ b/docs/tutorials/r/ndarray.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray: Vectorized Tensor Computations on CPUs and GPUs
diff --git a/docs/tutorials/r/symbol.md b/docs/tutorials/r/symbol.md
index 0ab560856bb4..d60c5fbfbc59 100644
--- a/docs/tutorials/r/symbol.md
+++ b/docs/tutorials/r/symbol.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Symbol and Automatic Differentiation
diff --git a/docs/tutorials/scala/char_lstm.md b/docs/tutorials/scala/char_lstm.md
index fafd5d5a0bd9..972661bc81ef 100644
--- a/docs/tutorials/scala/char_lstm.md
+++ b/docs/tutorials/scala/char_lstm.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Developing a Character-level Language model
diff --git a/docs/tutorials/scala/index.md b/docs/tutorials/scala/index.md
index 55e41e428d38..1e03345a1e45 100644
--- a/docs/tutorials/scala/index.md
+++ b/docs/tutorials/scala/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet-Scala Tutorials
diff --git a/docs/tutorials/scala/mnist.md b/docs/tutorials/scala/mnist.md
index 1f05fb464fb0..89bc203231f7 100644
--- a/docs/tutorials/scala/mnist.md
+++ b/docs/tutorials/scala/mnist.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Handwritten Digit Recognition
diff --git a/docs/tutorials/scala/mxnet_scala_on_intellij.md b/docs/tutorials/scala/mxnet_scala_on_intellij.md
index 66a681893b36..18d30106a085 100644
--- a/docs/tutorials/scala/mxnet_scala_on_intellij.md
+++ b/docs/tutorials/scala/mxnet_scala_on_intellij.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Run MXNet Scala Examples Using the IntelliJ IDE (macOS)
diff --git a/docs/tutorials/sparse/csr.md b/docs/tutorials/sparse/csr.md
index f1718687cfb0..25de1f716045 100644
--- a/docs/tutorials/sparse/csr.md
+++ b/docs/tutorials/sparse/csr.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# CSRNDArray - NDArray in Compressed Sparse Row Storage Format
diff --git a/docs/tutorials/sparse/index.md b/docs/tutorials/sparse/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/sparse/index.md
+++ b/docs/tutorials/sparse/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/sparse/row_sparse.md b/docs/tutorials/sparse/row_sparse.md
index 2986c4d3ab8f..f89de3d5b75e 100644
--- a/docs/tutorials/sparse/row_sparse.md
+++ b/docs/tutorials/sparse/row_sparse.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# RowSparseNDArray - NDArray for Sparse Gradient Updates
diff --git a/docs/tutorials/sparse/train.md b/docs/tutorials/sparse/train.md
index d22fbe9e8f0c..2f315cfa1010 100644
--- a/docs/tutorials/sparse/train.md
+++ b/docs/tutorials/sparse/train.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Train a Linear Regression Model with Sparse Symbols
diff --git a/docs/tutorials/speech_recognition/ctc.md b/docs/tutorials/speech_recognition/ctc.md
index 3f1b8d4ff9f7..948e681de52f 100644
--- a/docs/tutorials/speech_recognition/ctc.md
+++ b/docs/tutorials/speech_recognition/ctc.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Connectionist Temporal Classification
diff --git a/docs/tutorials/speech_recognition/index.md b/docs/tutorials/speech_recognition/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/speech_recognition/index.md
+++ b/docs/tutorials/speech_recognition/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/tensorrt/index.md b/docs/tutorials/tensorrt/index.md
index d3dcaeb9db84..bc10874886ef 100644
--- a/docs/tutorials/tensorrt/index.md
+++ b/docs/tutorials/tensorrt/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/tensorrt/inference_with_trt.md b/docs/tutorials/tensorrt/inference_with_trt.md
index 77f82a7a1039..ff3cddf3d574 100644
--- a/docs/tutorials/tensorrt/inference_with_trt.md
+++ b/docs/tutorials/tensorrt/inference_with_trt.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Optimizing Deep Learning Computation Graphs with TensorRT
diff --git a/docs/tutorials/unsupervised_learning/gan.md b/docs/tutorials/unsupervised_learning/gan.md
index 9c50fcfdf15b..ca0fb15e01c5 100644
--- a/docs/tutorials/unsupervised_learning/gan.md
+++ b/docs/tutorials/unsupervised_learning/gan.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Generative Adversarial Network (GAN)
diff --git a/docs/tutorials/unsupervised_learning/index.md b/docs/tutorials/unsupervised_learning/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/unsupervised_learning/index.md
+++ b/docs/tutorials/unsupervised_learning/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/vision/cnn_visualization.md b/docs/tutorials/vision/cnn_visualization.md
index 26b9fa048f5e..1814e2fe0095 100644
--- a/docs/tutorials/vision/cnn_visualization.md
+++ b/docs/tutorials/vision/cnn_visualization.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Visualizing Decisions of Convolutional Neural Networks
diff --git a/docs/tutorials/vision/index.md b/docs/tutorials/vision/index.md
index aab7731342f7..faf6526fb824 100644
--- a/docs/tutorials/vision/index.md
+++ b/docs/tutorials/vision/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Tutorials
diff --git a/docs/tutorials/vision/large_scale_classification.md b/docs/tutorials/vision/large_scale_classification.md
index 5fa87b14821d..36a0ff6c9daa 100644
--- a/docs/tutorials/vision/large_scale_classification.md
+++ b/docs/tutorials/vision/large_scale_classification.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Large Scale Image Classification
diff --git a/example/README.md b/example/README.md
index 8b9cb4b8bc0d..22b9f59fa98c 100644
--- a/example/README.md
+++ b/example/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Examples
diff --git a/example/adversary/README.md b/example/adversary/README.md
index 7f5158c03bbf..d7c2f46d9efb 100644
--- a/example/adversary/README.md
+++ b/example/adversary/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Adversarial examples
diff --git a/example/autoencoder/README.md b/example/autoencoder/README.md
index 61d07d4a346d..66e933d681a9 100644
--- a/example/autoencoder/README.md
+++ b/example/autoencoder/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Example of a Convolutional Autoencoder
diff --git a/example/autoencoder/variational_autoencoder/README.md b/example/autoencoder/variational_autoencoder/README.md
index 07d099848b46..2a7a4966f596 100644
--- a/example/autoencoder/variational_autoencoder/README.md
+++ b/example/autoencoder/variational_autoencoder/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Variational Auto Encoder(VAE)
=============================
diff --git a/example/bayesian-methods/README.md b/example/bayesian-methods/README.md
index 6e404cf2f981..20240de86998 100644
--- a/example/bayesian-methods/README.md
+++ b/example/bayesian-methods/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Bayesian Methods
================
diff --git a/example/bi-lstm-sort/README.md b/example/bi-lstm-sort/README.md
index e08db18a9bcf..e26e2b02de63 100644
--- a/example/bi-lstm-sort/README.md
+++ b/example/bi-lstm-sort/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Bidirectionnal LSTM to sort an array.
diff --git a/example/caffe/README.md b/example/caffe/README.md
index 6541d4dacc04..a497176a996f 100644
--- a/example/caffe/README.md
+++ b/example/caffe/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# How to use Caffe operator in MXNet
diff --git a/example/capsnet/README.md b/example/capsnet/README.md
index 4c05781a3971..9319ea3b43bc 100644
--- a/example/capsnet/README.md
+++ b/example/capsnet/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
**CapsNet-MXNet**
=========================================
diff --git a/example/captcha/README.md b/example/captcha/README.md
index 3936178ebd3e..7743997e90bd 100644
--- a/example/captcha/README.md
+++ b/example/captcha/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
This is the R version of [captcha recognition](http://blog.xlvector.net/2016-05/mxnet-ocr-cnn/) example by xlvector and it can be used as an example of multi-label training. For a captcha below, we consider it as an image with 4 labels and train a CNN over the data set.
diff --git a/example/cnn_chinese_text_classification/README.md b/example/cnn_chinese_text_classification/README.md
index 5bdaecb8c155..e28a0ec9ac47 100644
--- a/example/cnn_chinese_text_classification/README.md
+++ b/example/cnn_chinese_text_classification/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Implementing CNN + Highway Network for Chinese Text Classification in MXNet
============
diff --git a/example/cnn_text_classification/README.md b/example/cnn_text_classification/README.md
index c04a22cde103..f4ebc43afa96 100644
--- a/example/cnn_text_classification/README.md
+++ b/example/cnn_text_classification/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Implementing CNN for Text Classification in MXNet
============
diff --git a/example/ctc/README.md b/example/ctc/README.md
index 96373db002d8..e64c6e633b2f 100644
--- a/example/ctc/README.md
+++ b/example/ctc/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Connectionist Temporal Classification
diff --git a/example/deep-embedded-clustering/README.md b/example/deep-embedded-clustering/README.md
index 4e626a6bac81..f3b532d0023d 100644
--- a/example/deep-embedded-clustering/README.md
+++ b/example/deep-embedded-clustering/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# DEC Implementation
This is based on the paper `Unsupervised deep embedding for clustering analysis` by Junyuan Xie, Ross Girshick, and Ali Farhadi
diff --git a/example/distributed_training/README.md b/example/distributed_training/README.md
index ba09cb91aede..d1bd11738cec 100644
--- a/example/distributed_training/README.md
+++ b/example/distributed_training/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Distributed Training using Gluon
diff --git a/example/dsd/README.md b/example/dsd/README.md
index bffacce8cabc..4a2a02cddbfa 100644
--- a/example/dsd/README.md
+++ b/example/dsd/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
DSD Training
============
diff --git a/example/fcn-xs/README.md b/example/fcn-xs/README.md
index 129869201bce..d809137eb4da 100644
--- a/example/fcn-xs/README.md
+++ b/example/fcn-xs/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
FCN-xs EXAMPLE
--------------
diff --git a/example/gluon/dc_gan/README.md b/example/gluon/dc_gan/README.md
index 1d91d91a3452..fd41d198a69d 100644
--- a/example/gluon/dc_gan/README.md
+++ b/example/gluon/dc_gan/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# DCGAN in MXNet
diff --git a/example/gluon/embedding_learning/README.md b/example/gluon/embedding_learning/README.md
index de11ea0db072..ce1fb536a859 100644
--- a/example/gluon/embedding_learning/README.md
+++ b/example/gluon/embedding_learning/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Image Embedding Learning
diff --git a/example/gluon/sn_gan/README.md b/example/gluon/sn_gan/README.md
index 60327bc959a6..054416fced09 100644
--- a/example/gluon/sn_gan/README.md
+++ b/example/gluon/sn_gan/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Spectral Normalization GAN
diff --git a/example/gluon/style_transfer/README.md b/example/gluon/style_transfer/README.md
index 1162e7241053..c182f3f8fce8 100644
--- a/example/gluon/style_transfer/README.md
+++ b/example/gluon/style_transfer/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet-Gluon-Style-Transfer
diff --git a/example/gluon/tree_lstm/README.md b/example/gluon/tree_lstm/README.md
index 93d6289f42af..8e3b385b77b0 100644
--- a/example/gluon/tree_lstm/README.md
+++ b/example/gluon/tree_lstm/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Tree-Structured Long Short-Term Memory Networks
diff --git a/example/gluon/word_language_model/README.md b/example/gluon/word_language_model/README.md
index 5bb48cd23460..11d3c04a433d 100644
--- a/example/gluon/word_language_model/README.md
+++ b/example/gluon/word_language_model/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Word-level language modeling RNN
diff --git a/example/kaggle-ndsb1/README.md b/example/kaggle-ndsb1/README.md
index 54d33b8b1df2..804ed9474dc9 100644
--- a/example/kaggle-ndsb1/README.md
+++ b/example/kaggle-ndsb1/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
Tutorial for Kaggle NDSB-1
-----
diff --git a/example/kaggle-ndsb2/README.md b/example/kaggle-ndsb2/README.md
index d1e29d4f86bb..62a751b69302 100644
--- a/example/kaggle-ndsb2/README.md
+++ b/example/kaggle-ndsb2/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# End-to-End Deep Learning Tutorial for Kaggle NDSB-II
diff --git a/example/model-parallel/matrix_factorization/README.md b/example/model-parallel/matrix_factorization/README.md
index ee5384565d45..94ec91d0e8b8 100644
--- a/example/model-parallel/matrix_factorization/README.md
+++ b/example/model-parallel/matrix_factorization/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Model Parallel Matrix Factorization
===================================
diff --git a/example/module/README.md b/example/module/README.md
index 8dd3d6d87c7c..24c917d5c8bc 100644
--- a/example/module/README.md
+++ b/example/module/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Module Usage Example
diff --git a/example/multi-task/README.md b/example/multi-task/README.md
index 4ca744189221..a110fd0bd7cf 100644
--- a/example/multi-task/README.md
+++ b/example/multi-task/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Mulit-task learning example
diff --git a/example/multivariate_time_series/README.md b/example/multivariate_time_series/README.md
index 6c9e1a451f10..c3db6c130759 100644
--- a/example/multivariate_time_series/README.md
+++ b/example/multivariate_time_series/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# LSTNet
diff --git a/example/named_entity_recognition/README.md b/example/named_entity_recognition/README.md
index 897ea4221b36..eaa358d4f18c 100644
--- a/example/named_entity_recognition/README.md
+++ b/example/named_entity_recognition/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
## Goal
diff --git a/example/nce-loss/README.md b/example/nce-loss/README.md
index 4a847e420732..26b028001f85 100644
--- a/example/nce-loss/README.md
+++ b/example/nce-loss/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Examples of NCE Loss
diff --git a/example/neural-style/README.md b/example/neural-style/README.md
index 0f9545cf65b6..e8e69ccc2194 100644
--- a/example/neural-style/README.md
+++ b/example/neural-style/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Neural art
diff --git a/example/neural-style/end_to_end/README.md b/example/neural-style/end_to_end/README.md
index 0c38f427c300..209d98df7254 100644
--- a/example/neural-style/end_to_end/README.md
+++ b/example/neural-style/end_to_end/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# End to End Neural Art
diff --git a/example/numpy-ops/README.md b/example/numpy-ops/README.md
index a1ed1a5573e4..61bf8365bd18 100644
--- a/example/numpy-ops/README.md
+++ b/example/numpy-ops/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Training with Custom Operators in Python
diff --git a/example/profiler/README.md b/example/profiler/README.md
index 14668fdbe0e5..255ad8f65579 100644
--- a/example/profiler/README.md
+++ b/example/profiler/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet Profiler Examples
diff --git a/example/rcnn/README.md b/example/rcnn/README.md
index 380053cf5594..728a6781b251 100644
--- a/example/rcnn/README.md
+++ b/example/rcnn/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Faster R-CNN in MXNet
diff --git a/example/recommenders/README.md b/example/recommenders/README.md
index 4eefab933043..e318cc0fb3cc 100644
--- a/example/recommenders/README.md
+++ b/example/recommenders/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Recommender Systems
diff --git a/example/reinforcement-learning/a3c/README.md b/example/reinforcement-learning/a3c/README.md
index 1a8b4f3ba7a1..55ade6a279f4 100644
--- a/example/reinforcement-learning/a3c/README.md
+++ b/example/reinforcement-learning/a3c/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# A3C Implementation
This is an attempt to implement the A3C algorithm in paper Asynchronous Methods for Deep Reinforcement Learning.
diff --git a/example/reinforcement-learning/ddpg/README.md b/example/reinforcement-learning/ddpg/README.md
index c3040434823a..69e00d982f98 100644
--- a/example/reinforcement-learning/ddpg/README.md
+++ b/example/reinforcement-learning/ddpg/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# mx-DDPG
MXNet Implementation of DDPG
diff --git a/example/reinforcement-learning/parallel_actor_critic/README.md b/example/reinforcement-learning/parallel_actor_critic/README.md
index 767c67a7d72b..5a442079b3a2 100644
--- a/example/reinforcement-learning/parallel_actor_critic/README.md
+++ b/example/reinforcement-learning/parallel_actor_critic/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# 'Parallel Advantage-Actor Critic' Implementation
diff --git a/example/restricted-boltzmann-machine/README.md b/example/restricted-boltzmann-machine/README.md
index 30ee8cfb9c3d..d1609049c137 100644
--- a/example/restricted-boltzmann-machine/README.md
+++ b/example/restricted-boltzmann-machine/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Restricted Boltzmann machine (RBM)
diff --git a/example/rnn/README.md b/example/rnn/README.md
index a819dfa1097b..cbafc19e2ef0 100644
--- a/example/rnn/README.md
+++ b/example/rnn/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Recurrent Neural Network Examples
===========
diff --git a/example/rnn/bucketing/README.md b/example/rnn/bucketing/README.md
index e06d9f64da27..707370af5a96 100644
--- a/example/rnn/bucketing/README.md
+++ b/example/rnn/bucketing/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
RNN Example
===========
diff --git a/example/rnn/old/README.md b/example/rnn/old/README.md
index 806f50b834de..b199c7770114 100644
--- a/example/rnn/old/README.md
+++ b/example/rnn/old/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
RNN Example
===========
diff --git a/example/rnn/word_lm/README.md b/example/rnn/word_lm/README.md
index dbb7832e15dc..9f9e1b75b51e 100644
--- a/example/rnn/word_lm/README.md
+++ b/example/rnn/word_lm/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
Word Level Language Modeling
===========
diff --git a/example/sparse/factorization_machine/README.md b/example/sparse/factorization_machine/README.md
index 42b93741fedb..0023b33a1413 100644
--- a/example/sparse/factorization_machine/README.md
+++ b/example/sparse/factorization_machine/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Factorization Machine
===========
diff --git a/example/sparse/linear_classification/README.md b/example/sparse/linear_classification/README.md
index 38fde454f1b2..05674cd0c277 100644
--- a/example/sparse/linear_classification/README.md
+++ b/example/sparse/linear_classification/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Linear Classification Using Sparse Matrix Multiplication
===========
diff --git a/example/sparse/matrix_factorization/README.md b/example/sparse/matrix_factorization/README.md
index d11219771012..88ae7b8e7678 100644
--- a/example/sparse/matrix_factorization/README.md
+++ b/example/sparse/matrix_factorization/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
Matrix Factorization w/ Sparse Embedding
===========
diff --git a/example/sparse/wide_deep/README.md b/example/sparse/wide_deep/README.md
index 80924274e032..769d72365402 100644
--- a/example/sparse/wide_deep/README.md
+++ b/example/sparse/wide_deep/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
## Wide and Deep Learning
diff --git a/example/speech_recognition/README.md b/example/speech_recognition/README.md
index 3dad016a48d8..d2125f6578c1 100644
--- a/example/speech_recognition/README.md
+++ b/example/speech_recognition/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
**deepSpeech.mxnet: Rich Speech Example**
=========================================
diff --git a/example/ssd/README.md b/example/ssd/README.md
index 753c967aeaf1..6d4caa481bd7 100644
--- a/example/ssd/README.md
+++ b/example/ssd/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# SSD: Single Shot MultiBox Object Detector
diff --git a/example/ssd/dataset/pycocotools/README.md b/example/ssd/dataset/pycocotools/README.md
index 0e10d4080aac..ed4411425f8c 100644
--- a/example/ssd/dataset/pycocotools/README.md
+++ b/example/ssd/dataset/pycocotools/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
This is a modified version of https://github.com/pdollar/coco python API.
No `make` is required, but this will not support mask functions.
diff --git a/example/ssd/model/README.md b/example/ssd/model/README.md
index 0ee70c3d1fff..7c77ee2475e8 100644
--- a/example/ssd/model/README.md
+++ b/example/ssd/model/README.md
@@ -1,20 +1,18 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
#### This is the default directory to store all the models, including `*.params` and `*.json`
diff --git a/example/ssd/symbol/README.md b/example/ssd/symbol/README.md
index 67f64f584f8b..d577b7067c92 100644
--- a/example/ssd/symbol/README.md
+++ b/example/ssd/symbol/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
## How to compose SSD network on top of mainstream classification networks
diff --git a/example/ssd/tools/caffe_converter/README.md b/example/ssd/tools/caffe_converter/README.md
index 9eb59812e207..3d4ab13f4694 100644
--- a/example/ssd/tools/caffe_converter/README.md
+++ b/example/ssd/tools/caffe_converter/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Convert Caffe Model to Mxnet Format
diff --git a/example/stochastic-depth/README.md b/example/stochastic-depth/README.md
index a5dfcd9c8e42..4a41199893ac 100644
--- a/example/stochastic-depth/README.md
+++ b/example/stochastic-depth/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Stochastic Depth
================
diff --git a/example/svm_mnist/README.md b/example/svm_mnist/README.md
index ffcf5c38bbd7..8d878fb76859 100644
--- a/example/svm_mnist/README.md
+++ b/example/svm_mnist/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Use case with Support Vector Machine
diff --git a/example/svrg_module/README.md b/example/svrg_module/README.md
index 624b50d60f12..f77ecf8fd39d 100644
--- a/example/svrg_module/README.md
+++ b/example/svrg_module/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
## SVRGModule Example
diff --git a/example/vae-gan/README.md b/example/vae-gan/README.md
index 5d7ae272b32b..17e5b0e68e76 100644
--- a/example/vae-gan/README.md
+++ b/example/vae-gan/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# VAE-GAN in MXNet
diff --git a/julia/LICENSE.md b/julia/LICENSE.md
index 4161166b7280..3e2c5a2673b8 100644
--- a/julia/LICENSE.md
+++ b/julia/LICENSE.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
The MXNet.jl package is licensed under version 2.0 of the Apache License:
diff --git a/julia/NEWS.md b/julia/NEWS.md
index bdb7b394d37c..43b918939f65 100644
--- a/julia/NEWS.md
+++ b/julia/NEWS.md
@@ -17,6 +17,22 @@
specific language governing permissions and limitations
under the License.
-->
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# v1.5.0 (#TBD)
diff --git a/julia/README-DEV.md b/julia/README-DEV.md
index 9edb8309c0c8..25a6c6d93ab9 100644
--- a/julia/README-DEV.md
+++ b/julia/README-DEV.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Workflow for making a release
diff --git a/julia/README.md b/julia/README.md
index 5eb26680a9c5..3a28e926963f 100644
--- a/julia/README.md
+++ b/julia/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MXNet
diff --git a/julia/docs/src/api.md b/julia/docs/src/api.md
index 92c04581c7e8..60cb0831d1bf 100644
--- a/julia/docs/src/api.md
+++ b/julia/docs/src/api.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# API Documentation
diff --git a/julia/docs/src/api/callback.md b/julia/docs/src/api/callback.md
index 327014d7dbfc..5a35e5047120 100644
--- a/julia/docs/src/api/callback.md
+++ b/julia/docs/src/api/callback.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Callback in training
diff --git a/julia/docs/src/api/context.md b/julia/docs/src/api/context.md
index e82504663b06..2daabe2db41b 100644
--- a/julia/docs/src/api/context.md
+++ b/julia/docs/src/api/context.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Context
diff --git a/julia/docs/src/api/executor.md b/julia/docs/src/api/executor.md
index 81ce7fa17ef7..c3037dfff60b 100644
--- a/julia/docs/src/api/executor.md
+++ b/julia/docs/src/api/executor.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Executor
diff --git a/julia/docs/src/api/initializer.md b/julia/docs/src/api/initializer.md
index 8f55b6e1da51..b2515263f93a 100644
--- a/julia/docs/src/api/initializer.md
+++ b/julia/docs/src/api/initializer.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Initializer
diff --git a/julia/docs/src/api/io.md b/julia/docs/src/api/io.md
index bd53d2ca667e..34ad3c42bce7 100644
--- a/julia/docs/src/api/io.md
+++ b/julia/docs/src/api/io.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Data Providers
diff --git a/julia/docs/src/api/kvstore.md b/julia/docs/src/api/kvstore.md
index a8407b54bd34..e6bf852b2f43 100644
--- a/julia/docs/src/api/kvstore.md
+++ b/julia/docs/src/api/kvstore.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Key-Value Store
diff --git a/julia/docs/src/api/metric.md b/julia/docs/src/api/metric.md
index a31bc92e49e6..163f27a5b397 100644
--- a/julia/docs/src/api/metric.md
+++ b/julia/docs/src/api/metric.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Evaluation Metrics
diff --git a/julia/docs/src/api/model.md b/julia/docs/src/api/model.md
index 8240aeb022bb..63137532de6a 100644
--- a/julia/docs/src/api/model.md
+++ b/julia/docs/src/api/model.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Model
diff --git a/julia/docs/src/api/ndarray.md b/julia/docs/src/api/ndarray.md
index 41161d547881..8cc4948e4dde 100644
--- a/julia/docs/src/api/ndarray.md
+++ b/julia/docs/src/api/ndarray.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# NDArray API
diff --git a/julia/docs/src/api/nn-factory.md b/julia/docs/src/api/nn-factory.md
index d8106eff158f..70ecfd2f0157 100644
--- a/julia/docs/src/api/nn-factory.md
+++ b/julia/docs/src/api/nn-factory.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Neural Network Factory
diff --git a/julia/docs/src/api/symbolic-node.md b/julia/docs/src/api/symbolic-node.md
index c23b67602627..b4b1c0167e5e 100644
--- a/julia/docs/src/api/symbolic-node.md
+++ b/julia/docs/src/api/symbolic-node.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Symbolic API
diff --git a/julia/docs/src/api/visualize.md b/julia/docs/src/api/visualize.md
index 843922420a30..e401a888cc81 100644
--- a/julia/docs/src/api/visualize.md
+++ b/julia/docs/src/api/visualize.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# Network Visualization
diff --git a/julia/docs/src/index.md b/julia/docs/src/index.md
index 8274c712e549..11a77670eae3 100644
--- a/julia/docs/src/index.md
+++ b/julia/docs/src/index.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
# MXNet Documentation
diff --git a/julia/docs/src/tutorial/char-lstm.md b/julia/docs/src/tutorial/char-lstm.md
index 53a371e028fe..3961744f282d 100644
--- a/julia/docs/src/tutorial/char-lstm.md
+++ b/julia/docs/src/tutorial/char-lstm.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Generating Random Sentence with LSTM RNN
========================================
diff --git a/julia/docs/src/tutorial/mnist.md b/julia/docs/src/tutorial/mnist.md
index c6344f3b0403..84827eba049d 100644
--- a/julia/docs/src/tutorial/mnist.md
+++ b/julia/docs/src/tutorial/mnist.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Digit Recognition on MNIST
==========================
diff --git a/julia/docs/src/user-guide/faq.md b/julia/docs/src/user-guide/faq.md
index d288ad0b3b8e..2799584f5472 100644
--- a/julia/docs/src/user-guide/faq.md
+++ b/julia/docs/src/user-guide/faq.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
FAQ
===
diff --git a/julia/docs/src/user-guide/install.md b/julia/docs/src/user-guide/install.md
index 52628de7a255..d1a90a808507 100644
--- a/julia/docs/src/user-guide/install.md
+++ b/julia/docs/src/user-guide/install.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Installation Guide
==================
diff --git a/julia/docs/src/user-guide/overview.md b/julia/docs/src/user-guide/overview.md
index eee12360863a..9cc60c78bd93 100644
--- a/julia/docs/src/user-guide/overview.md
+++ b/julia/docs/src/user-guide/overview.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Overview
diff --git a/julia/examples/char-lstm/README.md b/julia/examples/char-lstm/README.md
index ac77e15b131f..ac745dd4cc41 100644
--- a/julia/examples/char-lstm/README.md
+++ b/julia/examples/char-lstm/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# LSTM char-rnn
diff --git a/julia/plugins/README.md b/julia/plugins/README.md
index c5ca926ca0ac..f9925cbdfbde 100644
--- a/julia/plugins/README.md
+++ b/julia/plugins/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# Plugins of MXNet.jl
diff --git a/matlab/README.md b/matlab/README.md
index 13a83922d915..d5ef5d09fc8d 100644
--- a/matlab/README.md
+++ b/matlab/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# MATLAB binding for MXNet
diff --git a/perl-package/AI-MXNet/examples/gluon/style_transfer/README.md b/perl-package/AI-MXNet/examples/gluon/style_transfer/README.md
index 3da1f97b517c..9be9b8ad023e 100644
--- a/perl-package/AI-MXNet/examples/gluon/style_transfer/README.md
+++ b/perl-package/AI-MXNet/examples/gluon/style_transfer/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
This directory provides AI::MXNet Implementation of MSG-Net real time style transfer, https://arxiv.org/abs/1703.06953
diff --git a/perl-package/AI-MXNet/examples/sparse/matrix_factorization/README.md b/perl-package/AI-MXNet/examples/sparse/matrix_factorization/README.md
index e4c89db760f4..3eb1bab508e5 100644
--- a/perl-package/AI-MXNet/examples/sparse/matrix_factorization/README.md
+++ b/perl-package/AI-MXNet/examples/sparse/matrix_factorization/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
Matrix Factorization w/ Sparse Embedding
===========
diff --git a/perl-package/AI-MXNet/examples/sparse/wide_deep/README.md b/perl-package/AI-MXNet/examples/sparse/wide_deep/README.md
index fc3192623de4..4a01da4254e6 100644
--- a/perl-package/AI-MXNet/examples/sparse/wide_deep/README.md
+++ b/perl-package/AI-MXNet/examples/sparse/wide_deep/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
## Wide and Deep Learning
diff --git a/perl-package/README.md b/perl-package/README.md
index 20ce7e635e6f..893a11d19f88 100644
--- a/perl-package/README.md
+++ b/perl-package/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
- http://www.apache.org/licenses/LICENSE-2.0
+
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
+
+
+
+
+
+
[Perl API](https://mxnet.incubator.apache.org/api/perl/index.html)
[![GitHub license](http://dmlc.github.io/img/apache2.svg)](../LICENSE)
diff --git a/plugin/caffe/README.md b/plugin/caffe/README.md
index 6541d4dacc04..a497176a996f 100644
--- a/plugin/caffe/README.md
+++ b/plugin/caffe/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
# How to use Caffe operator in MXNet
diff --git a/python/README.md b/python/README.md
index 4e180360f674..396d112f687a 100644
--- a/python/README.md
+++ b/python/README.md
@@ -1,21 +1,19 @@
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
MXNet Python Package
====================
diff --git a/python/minpy/README.md b/python/minpy/README.md
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+MXNet Python Package
+====================
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+This is the WIP directory for MinPy project.
diff --git a/scala-package/README.md b/scala-package/README.md
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MXNet Package for Scala/Java
diff --git a/scala-package/examples/src/main/java/org/apache/mxnetexamples/javaapi/infer/objectdetector/README.md b/scala-package/examples/src/main/java/org/apache/mxnetexamples/javaapi/infer/objectdetector/README.md
index 819900eefd73..7cfe73c69351 100644
--- a/scala-package/examples/src/main/java/org/apache/mxnetexamples/javaapi/infer/objectdetector/README.md
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# Single Shot Multi Object Detection using Java Inference API
diff --git a/scala-package/examples/src/main/java/org/apache/mxnetexamples/javaapi/infer/predictor/README.md b/scala-package/examples/src/main/java/org/apache/mxnetexamples/javaapi/infer/predictor/README.md
index cfad6a4e9a6e..09189cb83268 100644
--- a/scala-package/examples/src/main/java/org/apache/mxnetexamples/javaapi/infer/predictor/README.md
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# Image Classification using Java Predictor
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/benchmark/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/benchmark/README.md
index efeab0a188cf..d45469ac5296 100644
--- a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/benchmark/README.md
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
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# Benchmarking Scala Inference APIs
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/cnntextclassification/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/cnntextclassification/README.md
index ae2b68002e3c..3b28e3ef4463 100644
--- a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/cnntextclassification/README.md
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# CNN Text Classification Example for Scala
This is the example using Scala type-safe api doing CNN text classification.
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/customop/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/customop/README.md
index bf2429399e94..a3952aabfb44 100644
--- a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/customop/README.md
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
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# Custom Operator Example for Scala
This is the example using Custom Operator for type-safe api of Scala.
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/gan/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/gan/README.md
index fd477c56f54e..a4536a7662e4 100644
--- a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/gan/README.md
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
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# GAN MNIST Example for Scala
This is the GAN MNIST Training Example implemented for Scala type-safe api
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/README.md
index 55e065e1f493..e533130aa71c 100644
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# Image Classification Models
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/imageclassifier/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/imageclassifier/README.md
index 5e8a51789300..e32a66bca832 100644
--- a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/imageclassifier/README.md
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# Image Classification
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/objectdetector/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/objectdetector/README.md
index e3190b2fbcbf..e5d3bbee0490 100644
--- a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/objectdetector/README.md
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# Single Shot Multi Object Detection using Scala Inference API
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/README.md
index 2d39a9c67733..0dc4fb892691 100644
--- a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/README.md
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# Neural Style Example for Scala
diff --git a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/README.md b/scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/README.md
index dea2c12667e9..2ef2f47c7983 100644
--- a/scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/README.md
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
--->
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# RNN Example for MXNet Scala
This folder contains the following examples writing in new Scala type-safe API:
diff --git a/scala-package/memory-management.md b/scala-package/memory-management.md
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# JVM Memory Management
The Scala and Java bindings of Apache MXNet use native memory (memory from the C++ heap in either RAM or GPU memory) for most of the MXNet objects such as NDArray, Symbol, Executor, KVStore, Data Iterators, etc.
diff --git a/scala-package/mxnet-demo/java-demo/README.md b/scala-package/mxnet-demo/java-demo/README.md
index b13b77a58f9b..952775dd964e 100644
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# MXNet Java Sample Project
This is an project created to use Maven-published Scala/Java package with two Java examples.
diff --git a/scala-package/mxnet-demo/scala-demo/README.md b/scala-package/mxnet-demo/scala-demo/README.md
index f9f1f1757973..26afe7c9e9b7 100644
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# MXNet Scala Sample Project
This is an project created to use Maven-published Scala package with two Scala examples.
diff --git a/scala-package/spark/README.md b/scala-package/spark/README.md
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Deep Learning on Spark
=====
diff --git a/tests/README.md b/tests/README.md
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# Testing MXNET
diff --git a/tests/nightly/README.md b/tests/nightly/README.md
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# Nightly Tests for MXNet
diff --git a/tests/nightly/apache_rat_license_check/README.md b/tests/nightly/apache_rat_license_check/README.md
index 0d6d37dc7da8..70ec665fa57f 100644
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# Apache RAT License Check
diff --git a/tests/nightly/broken_link_checker_test/README.md b/tests/nightly/broken_link_checker_test/README.md
index aaad68601798..d493390c844f 100644
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- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# Broken link checker test
diff --git a/tests/nightly/model_backwards_compatibility_check/README.md b/tests/nightly/model_backwards_compatibility_check/README.md
index af17396f0e0f..ae7c7c21015e 100644
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- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# Model Backwards Compatibility Tests
diff --git a/tests/nightly/straight_dope/README.md b/tests/nightly/straight_dope/README.md
index 869d80afcdfa..88153aebbc36 100644
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# Nightly Tests for MXNet: The Straight Dope
diff --git a/tests/python/README.md b/tests/python/README.md
index fd2282d67b9d..8c09ff03ed1a 100644
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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Python Test Case
================
diff --git a/tools/accnn/README.md b/tools/accnn/README.md
index ca6d735bba39..9c08cb799d6b 100644
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# Accelerate Convolutional Neural Networks
diff --git a/tools/bandwidth/README.md b/tools/bandwidth/README.md
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# Measure communication bandwidth
diff --git a/tools/caffe_converter/README.md b/tools/caffe_converter/README.md
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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# Convert Caffe Model to Mxnet Format
diff --git a/tools/caffe_translator/README.md b/tools/caffe_translator/README.md
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# Caffe Translator
Caffe Translator is a migration tool that helps developers migrate their existing Caffe code to MXNet and continue further development using MXNet. Note that this is different from the Caffe to MXNet model converter which is available [here](https://github.com/apache/incubator-mxnet/tree/master/tools/caffe_converter).
diff --git a/tools/caffe_translator/build_from_source.md b/tools/caffe_translator/build_from_source.md
index f51d2fcaf3f0..c08a423a44e7 100644
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- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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### Build Caffe Translator from source
diff --git a/tools/caffe_translator/faq.md b/tools/caffe_translator/faq.md
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### Frequently asked questions
diff --git a/tools/cfn/Readme.md b/tools/cfn/Readme.md
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- http://www.apache.org/licenses/LICENSE-2.0
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- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
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**Distributed Deep Learning Made Easy has found more love and new home, please visit
[awslabs/deeplearning-cfn](https://github.com/awslabs/deeplearning-cfn)**
\ No newline at end of file
diff --git a/tools/coreml/README.md b/tools/coreml/README.md
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# Convert MXNet models into Apple CoreML format.