This is an automated email from the ASF dual-hosted git repository.

jxie pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/incubator-mxnet.git


The following commit(s) were added to refs/heads/master by this push:
     new b30a056  Website redesign (#7787)
b30a056 is described below

commit b30a0563ace3f0ac56564f09904f9d934fb2c4c4
Author: Yao Wang <[email protected]>
AuthorDate: Thu Sep 7 12:37:35 2017 -0700

    Website redesign (#7787)
    
    * Add background image
    
    * Home page redesign
    
    * Implement redesign for home page
    
    * More features
    
    * Address comments
    
    * More fix
    
    * Fix link
    
    * Fix version build
    
    * Move background image to web-data repository
    
    * Small fix
    
    * Dummy commit to retrigger test
    
    * Move resources to web data
---
 docs/_static/js/copycode.js                        |   1 +
 docs/_static/js/navbar.js                          |  27 +-
 docs/_static/js/page.js                            |  66 +++
 docs/_static/js/sidebar.js                         |  71 ++-
 docs/_static/mxnet-theme/footer.html               |  11 +-
 docs/_static/mxnet-theme/index.html                | 118 ++---
 docs/_static/mxnet-theme/layout.html               |  15 +-
 docs/_static/mxnet-theme/navbar.html               |  59 ++-
 docs/_static/mxnet.css                             | 586 ++++++++++++++-------
 docs/_static/mxnet.png                             | Bin 67645 -> 0 bytes
 docs/_static/searchtools_custom.js                 |  12 +-
 docs/api/julia/index.md                            |   5 +-
 docs/api/perl/index.md                             |  10 +-
 docs/api/scala/index.md                            |  12 +-
 docs/build_version_doc/AddPackageLink.py           |   2 +-
 docs/build_version_doc/AddVersion.py               |   8 +-
 docs/build_version_doc/build_doc.sh                |   1 +
 docs/community/collaborator.md                     |  68 +++
 docs/get_started/index.md                          |   8 -
 docs/get_started/why_mxnet.md                      |   6 +-
 docs/{get_started => install}/amazonlinux_setup.md |   0
 docs/{get_started => install}/build_from_source.md |   0
 docs/{get_started => install}/centos_setup.md      |   0
 docs/{get_started/install.md => install/index.md}  |   0
 docs/{get_started => install}/osx_setup.md         |   0
 docs/{get_started => install}/raspbian_setup.md    |   0
 docs/{get_started => install}/tx2_setup.md         |   0
 docs/{get_started => install}/ubuntu_setup.md      |   0
 docs/{get_started => install}/windows_setup.md     |   0
 docs/mxdoc.py                                      |   2 +-
 30 files changed, 711 insertions(+), 377 deletions(-)

diff --git a/docs/_static/js/copycode.js b/docs/_static/js/copycode.js
index 141e797..f9ebd64 100644
--- a/docs/_static/js/copycode.js
+++ b/docs/_static/js/copycode.js
@@ -6,6 +6,7 @@ function addBtn() {
               'data-placement="bottom" title="Copy to clipboard"><i class="fa 
fa-copy"></i></button>'
     for (var lang in LANG_GP) {
         codeBlock = $('div .highlight-' + lang);
+        codeBlock.css('position', 'relative')
         codeBlock.prepend(copyBtn);
         codeBlock.find('.copy-btn').addClass(lang);
         codeBlock.hover(
diff --git a/docs/_static/js/navbar.js b/docs/_static/js/navbar.js
index 91e0356..419d7d8 100644
--- a/docs/_static/js/navbar.js
+++ b/docs/_static/js/navbar.js
@@ -1,9 +1,11 @@
 var searchBox = $("#search-input-wrap");
-var TITLE = ['/get_started/', '/tutorials/', '/how_to/', '/api/', 
'/architecture/'];
-var APIsubMenu;
+var TITLE = ['/get_started/', '/tutorials/', '/community/contribute.html', 
'/api/'];
+var DOC_TITLE = ['/how_to/', '/architecture/', '/model_zoo/'];
+var APISubmenu, versionSubmenu, docSubmenu;
 $("#burgerMenu").children().each(function () {
-    if($(this).children().first().html() == 'API') APIsubMenu = $(this).clone()
-    if($(this).children().first().html().startsWith('Versions')) 
VersionsubMenu = $(this).clone()
+    if($(this).children().first().html() == 'API') APISubmenu = 
$(this).clone();
+    if($(this).children().first().html().startsWith('Versions')) 
versionSubmenu = $(this).clone();
+    if($(this).children().first().html() == 'Docs') docSubmenu= 
$(this).clone();
 });
 
 function navbar() {
@@ -40,10 +42,13 @@ function navbar() {
     $("#plusMenu").empty();
     for (var i = 0; i < plusMenuList.length; ++i) {
         if(plusMenuList[i].attr('id') == 'dropdown-menu-position-anchor') {
-            $("#plusMenu").append(APIsubMenu);
+            $("#plusMenu").append(APISubmenu);
         }
         else if(plusMenuList[i].attr('id') == 
'dropdown-menu-position-anchor-version') {
-            $("#plusMenu").append(VersionsubMenu);
+            $("#plusMenu").append(versionSubmenu);
+        }
+        else if(plusMenuList[i].attr('id') == 
'dropdown-menu-position-anchor-docs') {
+            $("#plusMenu").append(docSubmenu);
         }
         else {
             $("#plusMenu").append("<li></li>");
@@ -62,8 +67,16 @@ function showTab() {
             var tab = $($('#main-nav').children().eq(i));
             if(!tab.is('a')) tab = tab.find('a').first();
             tab.css('border-bottom', '3px solid');
+            return;
         }
     }
+     for(var i = 0; i < DOC_TITLE.length; ++i) {
+        if(url.indexOf(DOC_TITLE[i]) != -1) {
+            var tab = $($('#main-nav').children().eq(4));
+            if(!tab.is('a')) tab = tab.find('a').first();
+            tab.css('border-bottom', '3px solid');
+        }
+     }
 }
 
 $(document).ready(function () {
@@ -71,5 +84,7 @@ $(document).ready(function () {
     showTab();
     $(window).resize(function () {
         navbar();
+        if($("body").prop("clientWidth") < 1000 || 
$('div.sphinxsidebar').css('visibility') == 'hidden') 
$('div.content').css('width', '100%');
+        else $('div.content').css('width', 'calc(100% - 300px)');
     });
 });
\ No newline at end of file
diff --git a/docs/_static/js/page.js b/docs/_static/js/page.js
new file mode 100644
index 0000000..befb5b0
--- /dev/null
+++ b/docs/_static/js/page.js
@@ -0,0 +1,66 @@
+/* Generate url tracking for each page */
+var protocol = location.protocol.concat("//");
+var host = protocol.concat(window.location.host);
+var path = window.location.pathname;
+var pathArr = path.split('/');
+var icon = '<i class="fa fa-angle-right" aria-hidden="true"></i>';
+var urlTracker = "<ul><li><a href=" + host + ">MXNet</a>" + icon + "</li>";
+
+// Check whether this is another version
+var lastUrl = host;
+var versionIDX = -1;
+for (var i = 1; i < pathArr.length; ++i) {
+    lastUrl += '/' + pathArr[i];
+    if(pathArr[i] == 'versions') {
+        versionIDX = i;
+        lastUrl += '/' + pathArr[i + 1];
+        break;
+    }
+}
+if (versionIDX > 0) {
+    pathArr = pathArr.slice(versionIDX + 1, pathArr.length);
+    urlTracker = "<ul><li><a href=" + lastUrl + "/index.html>MXNet</a>" + icon 
+ "</li>";
+}
+else lastUrl = host;
+
+for (var i = 1; i < pathArr.length; ++i) {
+    if (pathArr[i] == 'index.html' || pathArr[i].length == 0) continue;
+    if (pathArr[i].indexOf('#') != -1) pathArr[i] = pathArr[i].substring(0, 
pathArr[i].indexOf('#'));
+    lastUrl += '/' + pathArr[i];
+    if (pathArr[i].endsWith('.html')) pathArr[i] = pathArr[i].substring(0, 
pathArr[i].length - 5);
+    if (i == pathArr.length - 1 || pathArr[i + 1].length == 0 ||
+        pathArr[i + 1] == 'index.html') urlTracker += "<li><a 
class='last-tracker' href=" + lastUrl + ">" + pathArr[i].replace(/_/g, ' ') + 
"</a></li>";
+    else {
+        // Check whether current folder has index.html.
+        // If it doesn't, disable the link.
+        $.ajax(lastUrl + '/index.html', {
+            type: "GET",
+            statusCode: {
+                404: function (response) {
+                    if (pathArr[i] == 'api') urlTracker += "<li>API" + icon + 
"</li>";
+                    else urlTracker += "<li>" + pathArr[i].replace(/_/g, ' ') 
+ icon + "</li>";
+                }
+            }, 
+            success: function () {
+                item = pathArr[i] == 'ndarray' ? "NDArray" : pathArr[i];
+                urlTracker += "<li><a href=" + lastUrl + '/index.html' + ">" + 
item.replace(/_/g, ' ') + "</a>" + icon + "</li>";
+            },
+            async: false
+        });
+    }
+}
+urlTracker += '</ul>';
+$('.page-tracker').append(urlTracker);
+
+/* Generate top download btn*/
+if ($('div.download-btn').length > 0) {
+    var topBtn = $('div.download-btn').clone();
+    topBtn.addClass('download-btn-top');
+    topBtn.insertAfter(".page-tracker");
+}
+
+/* Adjust footer position */
+var footerHeight = 252;
+if ($('div.content-block').height() > $(window).height() - footerHeight) {
+    $('div.footer').css('position', 'relative');
+}
\ No newline at end of file
diff --git a/docs/_static/js/sidebar.js b/docs/_static/js/sidebar.js
index 4260706..86ef469 100644
--- a/docs/_static/js/sidebar.js
+++ b/docs/_static/js/sidebar.js
@@ -1,6 +1,6 @@
 /*Preprocess*/
 var LANG = ['python', 'scala', 'r', 'julia', 'c++', 'perl'];
-var TITLE_WITH_LANG = ['/get_started/', '/tutorials/', '/how_to/', 
'/architecture/'];
+var TITLE_WITH_LANG = ['/get_started/', '/tutorials/', '/how_to/', 
'/architecture/', '/community/'];
 for(var i = 0; i < LANG.length; ++i) {
     TITLE_WITH_LANG.push('/api/' + LANG[i] + '/');
 }
@@ -9,22 +9,18 @@ for(var i = 0; i < LANG.length; ++i) {
 var API_PAGE = ['python'];
 var isAPI = false;
 
-function render_left_helper(toc, currentText) {
+function render_left_helper(toc) {
     var lefttoc = toc;
-    var currentText = currentText, trailing = ' Documents';
-    if (currentText.endsWith(trailing)) currentText = currentText.substring(0, 
currentText.length - trailing.length);
-    if (currentText == 'System') currentText = 'Architecture';
 
     lefttoc.addClass('current');
     $('.leftsidebar > .sphinxsidebarwrapper').children().remove();
     $('.leftsidebar > .sphinxsidebarwrapper').append(lefttoc);
-    
-    $('.leftsidebar > .sphinxsidebarwrapper').prepend('<h3>Contents</h3>');
+
     addToggle('.leftsidebar');
     
     $('.leftsidebar li a').click(function () {
-        $('.leftsidebar li a').css('color', 'black');
-        $(this).css('color', '#337ab7');
+        $('.leftsidebar li a').css('color', '#337ab7');
+        $(this).css('color', 'black');
     });
 }
 
@@ -38,6 +34,7 @@ function render_lefttoc() {
         $('.sphinxsidebar').css("visibility", "visible");
         return;
     }
+    // If current page is not index page
     if (url.indexOf(indexTrailing) == -1) {
         for(var i = 0; i < TITLE_WITH_LANG.length; ++i) {
             var path = TITLE_WITH_LANG[i];
@@ -50,14 +47,14 @@ function render_lefttoc() {
                         break;
                     }
                 }
-                var urlPath = 'https://' + window.location.host + version +  
path;
+                var protocol = location.protocol.concat("//");
+                var urlPath = protocol + window.location.host + version +  
path;
                 $.get(urlPath + indexTrailing, null, function(data) {
-                    var currentText = $($.parseHTML(data)).find('.leftsidebar 
>  .sphinxsidebarwrapper > ul.current > li.current > a').html();
                     if (isAPI) {
-                        
render_left_helper($($.parseHTML(data)).find('#table-of-contents > div > ul'), 
currentText);
+                        
render_left_helper($($.parseHTML(data)).find('#table-of-contents > div > ul'));
                     }
                     else {
-                        
render_left_helper($($.parseHTML(data)).find('.leftsidebar > 
.sphinxsidebarwrapper > ul.current > li.current > ul'), currentText);
+                        
render_left_helper($($.parseHTML(data)).find('.leftsidebar > 
.sphinxsidebarwrapper > ul.current > li.current > ul'));
                         var tocLink = $('.leftsidebar .sphinxsidebarwrapper 
.leaf a');
                         var staticLink = 'http';
                         tocLink.each(function () {
@@ -68,21 +65,22 @@ function render_lefttoc() {
                     }
                     keepExpand();
                     $('.sphinxsidebar').css("visibility", "visible");
+                    if ($('div.sphinxsidebar').css('display') != 'none') 
$('.content').css('width', 'calc(100% - 300px)');
+                    else $('.content').css('width', '100%');
                 })
             }
         }
     }
     else {
-        var currentText = $('.leftsidebar >  .sphinxsidebarwrapper > 
ul.current > li.current > a').html();
         var toc = isAPI ? $('#table-of-contents > div > ul').clone() : 
$('.leftsidebar > .sphinxsidebarwrapper > ul.current > li.current > 
ul').clone();
-        render_left_helper(toc, currentText);
+        render_left_helper(toc);
         $('.sphinxsidebar').css("visibility", "visible");
     }
 }
 
 /*Render contents inside page*/
 function render_righttoc() {
-    var url = window.location.href, apiFlag = '/api/', indexTrailing = 
'index.html';
+    var url = window.location.href, indexTrailing = 'index.html';
     
     var rightTocTitle = "Page Contents";
     $("div.rightsidebar > div.sphinxsidebarwrapper > h3").children().remove();
@@ -91,8 +89,8 @@ function render_righttoc() {
     addToggle('.rightsidebar');
     
     $('.rightsidebar li a').click(function () {
-        $('.rightsidebar li a').css('color', 'black');
-        $(this).css('color', '#337ab7');
+        $('.rightsidebar li a').css('color', '#337ab7');
+        $(this).css('color', 'black');
     });
     
     if (url.indexOf(indexTrailing) != -1 || isAPI) {
@@ -107,8 +105,8 @@ function scroll_righttoc() {
     for(var i = 1; i < links.length; ++i) {
         var divID = links.eq(i).attr('href');
         if ($(divID).offset().top - $(window).scrollTop() > navbarHeight) {
-            $('.rightsidebar a').css('color', 'black');
-            links.eq(i - 1).css('color', '#337ab7');
+            $('.rightsidebar a').css('color', '#337ab7');
+            links.eq(i - 1).css('color', 'black');
             if (!links.eq(i - 1).parent().hasClass('leaf')) {
                 links.eq(i - 1).parent().removeClass('closed');
                 links.eq(i - 1).parent().addClass('opened');
@@ -182,6 +180,7 @@ function keepExpand() {
         }
     }
     
+    //Merge right toc into left toc for API pages since they are quite long
     if (isAPI) {
         var rootEntry = currentEntry;
         if (rootEntry.parent().parent().is('li')) rootEntry = 
rootEntry.parent().parent();
@@ -201,8 +200,8 @@ function keepExpand() {
             }
         });
         $('.leftsidebar li a').click(function () {
-            $('.leftsidebar li a').css('color', 'black');
-            $(this).css('color', '#337ab7');
+            $('.leftsidebar li a').css('color', '#337ab7');
+            $(this).css('color', 'black');
         });
     }
     currentEntry.find('a').first().css('color', '#337ab7');
@@ -218,9 +217,9 @@ function keepExpand() {
 
 $(document).ready(function () {
     var url = window.location.href, searchFlag = 'search.html';
+    var showRightToc = false;
     try {
-        if(url.indexOf('/get_started/') != -1) return;
-        if (url.indexOf(searchFlag) == -1) {
+        if (url.indexOf('/get_started/') == -1 && url.indexOf(searchFlag) == 
-1) {
             for(var i = 0; i < API_PAGE.length; ++i) {
                 if (url.indexOf('/api/' + API_PAGE[i]) != -1) {
                     isAPI = true;
@@ -230,13 +229,27 @@ $(document).ready(function () {
             render_righttoc();
             if ($('.leftsidebar').length) render_lefttoc();
         }
-        
-        if(url.indexOf('/api/') != -1) return;
-        $(window).scroll(function () {
-            scroll_righttoc();
-        });
+        if ($('div.sphinxsidebar').css('visibility') == 'hidden') 
$('.content').css('width', '100%');
+        if (url.indexOf('/api/') != -1) return;
+        if (url.indexOf('/install/') != -1) {
+            $('div.sphinxsidebar').hide();
+            $('.content').css('width', '100%');
+        }
+        if (showRightToc) {
+            $(window).scroll(function () {
+                scroll_righttoc();
+            });
+        }
+        else {
+            $('.rightsidebar').hide();
+        }
+        // move right toc to left if current left toc is empty
+        if ($('.leftsidebar > .sphinxsidebarwrapper').children().length == 0) {
+            $('.leftsidebar > .sphinxsidebarwrapper').append($('.rightsidebar 
> .sphinxsidebarwrapper > ul'));
+        }
     }
     catch(err) {
+        if ($('div.sphinxsidebar').css('visibility') == 'hidden') 
$('.content').css('width', '100%');
         return;
     }
 });
\ No newline at end of file
diff --git a/docs/_static/mxnet-theme/footer.html 
b/docs/_static/mxnet-theme/footer.html
index 45ba457..670ba81 100644
--- a/docs/_static/mxnet-theme/footer.html
+++ b/docs/_static/mxnet-theme/footer.html
@@ -1,5 +1,12 @@
-<div class="container">
 <div class="footer">
-  <p> </p>
+<div class="section-disclaimer">
+<div class="container">
+    <div>
+        <img 
src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/apache_incubator_logo.png";
 height=60>
+        <p>
+            Apache MXNet is an effort undergoing incubation at The Apache 
Software Foundation (ASF), <strong>sponsored by the <i>Apache 
Incubator</i></strong>. Incubation is required of all newly accepted projects 
until a further review indicates that the infrastructure, communications, and 
decision making process have stabilized in a manner consistent with other 
successful ASF projects. While incubation status is not necessarily a 
reflection of the completeness or stability of the code, [...]
+        </p>
+    </div>
 </div>
 </div>
+</div>
\ No newline at end of file
diff --git a/docs/_static/mxnet-theme/index.html 
b/docs/_static/mxnet-theme/index.html
index e381428..59eb7f7 100644
--- a/docs/_static/mxnet-theme/index.html
+++ b/docs/_static/mxnet-theme/index.html
@@ -2,12 +2,20 @@
   <div class="container">
     <div class="row">
       <div class="col-lg-12">
-        <div id="banner-title">A Flexible and Efficient Library for Deep 
Learning</div>
-        <div id="why_mxnet" class='col-sm-6 col-xs-12'>
-          <a href="get_started/why_mxnet.html" id="why_mxnet_btn">Learn 
More</a>
-        </div>
-        <div id="install_blk" class='col-sm-6 col-xs-12'>
-          <a href="get_started/install.html" id="install_btn">Install</a>
+          <div id="banner-title" class='col-sm-6 col-xs-12'><span>MXNet</span>
+            <p id="landing-title">is a flexible and efficient library for deep 
learning.</p>
+            <p id="intro">
+                Building a high-performance deep learning library requires 
many system-level design decisions. In this design note, we share the rationale 
for the specific 
+                choices made when designing MXNet. We imagine that these 
insights may be useful to both deep learning practioners and builders of other 
deep learning systems.
+            </p>
+            <div id='landing-btn-blk'>
+                <div id="install_blk">
+                    <a href="install/index.html" id="install_btn">Install</a>
+                </div>
+                <div id="why_mxnet">
+                    <a href="get_started/why_mxnet.html" 
id="why_mxnet_btn">Learn More</a>
+                </div>
+            </div>
         </div>
       </div>
     </div>
@@ -41,96 +49,30 @@
 <div class="section-util">
     <div class="container">
       <div class="row">
-        <div class="col-lg-6 col-sm-12">
+        <div id="model-zoo-blk" class="col-lg-4 col-sm-12">
+          <span class="glyphicon glyphicon-folder-open"></span>
+          <h2>Model Zoo</h2>
+          <p>Off the shelf pre-trained models. Fast implementations of many 
state-of-art models.</p>
+          <div class='util-btn'>
+            <a id="model-zoo-link" href="model_zoo/index.html">Model zoo</a>
+          </div>
+        </div>
+        <div id="example-blk" class="col-lg-4 col-sm-12">
           <span class="glyphicon glyphicon-list-alt"></span>
           <h2>Examples</h2>
-          <p>Explore projects from simple demos to state-of-the-art 
research</p>
+          <p>Explore projects from simple demos, exmaples, tutorials to 
state-of-the-art research.</p>
           <div class='util-btn'>
-            <a id="example-link" 
href="https://github.com/dmlc/mxnet/tree/master/example";>MXNet Examples</a>
+            <a id="example-link" 
href="https://github.com/dmlc/mxnet/tree/master/example";>MXNet examples</a>
           </div>
         </div>
-        <div class="col-lg-6 col-sm-12">
-          <span class="glyphicon glyphicon-folder-open"></span>
-          <h2>Model Zoo</h2>
-          <p>Off the shelf pre-trained models</p>
+        <div id="tutorial-blk" class="col-lg-4 col-sm-12">
+          <span class="glyphicon glyphicon-ok-circle"></span>
+          <h2>Tutorials</h2>
+          <p>These tutorials introduce a few fundamental concepts in deep 
learning and how to implement them in MXNet.</p>
           <div class='util-btn'>
-            <a id="model-zoo-link" href="model_zoo/index.html">Model Zoo</a>
+            <a id="tutorial-link" href="tutorials/index.html">MXNet 
tutorials</a>
           </div>
         </div>
       </div>
     </div>
 </div>
-
-<div class="section-inst">
-  <div class="container">
-    <div class="row">
-      <p>
-        MXNet is developed by collaborators from multiple universities and
-        companies. We sincerely thank the following organizations for 
supporting
-        MXNet and sponsoring its major developers (alphabetical order).
-      </p>
-      <div class="col-lg-4 col-sm-6">
-        <img height="60px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/aws-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6">
-        <img height="55px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/baidu-logo.jpg";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6 smallClear">
-        <img height="70px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/cmu-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6">
-        <img height="70px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/dato-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6">
-        <img height="70px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/intel-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6">
-        <img height="55px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/nyu-logo.jpg";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6 clear smallClear">
-        <img height="40px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/nvidia-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6">
-        <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/mit-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6 smallClear">
-        <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/ms-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6 clear smallClear">
-        <img height="55px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/hkust-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6">
-        <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/tusimple-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6">
-        <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/university-alberta-logo.png";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6 clear smallClear">
-        <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/university-washington-logo.jpg";>
-      </div>
-
-      <div class="col-lg-4 col-sm-6">
-        <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/wolfram-logo.png";>
-      </div>
-    </div>
-  </div>
-</div>
-
-<div class="section-disclaimer">
-    <img 
src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/apache_incubator_logo.png";
 height=60>
-    <p>
-        Apache MXNet is an effort undergoing incubation at The Apache Software 
Foundation (ASF), <strong>sponsored by the <i>Apache Incubator</i></strong>. 
Incubation is required of all newly accepted projects until a further review 
indicates that the infrastructure, communications, and decision making process 
have stabilized in a manner consistent with other successful ASF projects. 
While incubation status is not necessarily a reflection of the completeness or 
stability of the code, it  [...]
-    </p>
-</div>
\ No newline at end of file
diff --git a/docs/_static/mxnet-theme/layout.html 
b/docs/_static/mxnet-theme/layout.html
index c312181..b776117 100644
--- a/docs/_static/mxnet-theme/layout.html
+++ b/docs/_static/mxnet-theme/layout.html
@@ -148,10 +148,15 @@
 
     <link rel="icon" type="image/png" 
href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png";>
   </head>
-  <body role="document">
+  <body role="document" 
background="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-background.png";>
+    <div class='content-block'>
     {%- include "navbar.html" %}
+    
 
     {% if pagename != 'index' %}
+    <script type="text/javascript">
+        $('body').css('background', 'white');
+    </script>
     <div class="container">
       <div class="row">
         <div class="sphinxsidebar leftsidebar" role="navigation" 
aria-label="main navigation">
@@ -160,15 +165,18 @@
           </div>
         </div>
         <div class="content">
+          <div class="page-tracker"></div>
           {% block body %} {% endblock %}
-          {%- include "footer.html" %}
         </div>
-        {{ sidebar() }}
+      </div>
+      {{ sidebar() }}
     </div>
+    {%- include "footer.html" %}
     {%- else %}
     {%- include "index.html" %}
     {%- include "footer.html" %}
     {%- endif %} <!-- pagename != index -->
+    </div>
 
     <script 
src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/js/bootstrap.min.js"; 
integrity="sha384-0mSbJDEHialfmuBBQP6A4Qrprq5OVfW37PRR3j5ELqxss1yVqOtnepnHVP9aJ7xS"
 crossorigin="anonymous"></script>
     <script type="text/javascript" src="{{ pathto('_static/js/sidebar.js', 1) 
}}"></script>
@@ -176,6 +184,7 @@
     <script type="text/javascript" src="{{ pathto('_static/js/navbar.js', 1) 
}}"></script>
     <script type="text/javascript" src="{{ 
pathto('_static/js/clipboard.min.js', 1) }}"></script>
     <script type="text/javascript" src="{{ pathto('_static/js/copycode.js', 1) 
}}"></script>
+    <script type="text/javascript" src="{{ pathto('_static/js/page.js', 1) 
}}"></script>
     <script type="text/javascript">
         $('body').ready(function () {
             $('body').css('visibility', 'visible');
diff --git a/docs/_static/mxnet-theme/navbar.html 
b/docs/_static/mxnet-theme/navbar.html
index 0d49eeb..166f799 100644
--- a/docs/_static/mxnet-theme/navbar.html
+++ b/docs/_static/mxnet-theme/navbar.html
@@ -2,18 +2,22 @@
   <div class="container" id="navContainer">
     <div id="header-inner" class="innder">
       <h1 id="logo-wrap">
-        <a href="{{url_root}}" id="logo"><img 
src="{{url_root}}_static/mxnet.png"></a>
+        <a href="{{ url_root }}" id="logo"><img 
src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet_logo.png";></a>
       </h1>
       <nav id="main-nav" class='nav-bar'>
-        <a class="main-nav-link" 
href="{{url_root}}get_started/install.html">Install</a>
-        {% for name in ['Tutorials', 'How To'] %}
-        <a class="main-nav-link" href="{{url_root}}{{name.lower()|replace(" ", 
"_")}}/index.html">{{name}}</a>
-        {% endfor %}
+        <a class="main-nav-link" 
href="{{url_root}}install/index.html">Install</a>
+        <a class="main-nav-link" 
href="{{url_root}}tutorials/index.html">Learn</a>
+        <span id="dropdown-menu-position-anchor-community">
+          <a href="#" class="main-nav-link dropdown-toggle" 
data-toggle="dropdown" role="button" aria-haspopup="true" 
aria-expanded="true">Community <span class="caret"></span></a>
+          <ul id="package-dropdown-menu-community" class="dropdown-menu 
navbar-menu">
+            <li><a class="main-nav-link" 
href="{{url_root}}community/index.html">Community</a></li>
+            <li><a class="main-nav-link" 
href="{{url_root}}community/collaborator.html">Collaborator</a></li>
+          </ul>
+        </span>
 
-        {% for name in ['API'] %}
         <span id="dropdown-menu-position-anchor">
-          <a href="#" class="main-nav-link dropdown-toggle" 
data-toggle="dropdown" role="button" aria-haspopup="true" 
aria-expanded="true">{{name}} <span class="caret"></span></a>
-          <ul id="package-dropdown-menu" class="dropdown-menu">
+          <a href="#" class="main-nav-link dropdown-toggle" 
data-toggle="dropdown" role="button" aria-haspopup="true" 
aria-expanded="true">API <span class="caret"></span></a>
+          <ul id="package-dropdown-menu" class="dropdown-menu navbar-menu">
             <li><a class="main-nav-link" 
href="{{url_root}}api/python/index.html">Python</a></li>
             <li><a class="main-nav-link" 
href="{{url_root}}api/scala/index.html">Scala</a></li>
             <li><a class="main-nav-link" 
href="{{url_root}}api/r/index.html">R</a></li>
@@ -21,21 +25,34 @@
             <li><a class="main-nav-link" 
href="{{url_root}}api/c++/index.html">C++</a></li>
             <li><a class="main-nav-link" 
href="{{url_root}}api/perl/index.html">Perl</a></li>
           </ul>
-          {% endfor %}
+        </span>
+          
+         <span id="dropdown-menu-position-anchor-docs">
+          <a href="#" class="main-nav-link dropdown-toggle" 
data-toggle="dropdown" role="button" aria-haspopup="true" 
aria-expanded="true">Docs <span class="caret"></span></a>
+          <ul id="package-dropdown-menu-docs" class="dropdown-menu 
navbar-menu">
+            <li><a class="main-nav-link" 
href="{{url_root}}tutorials/index.html">Tutorials</a></li>
+            <li><a class="main-nav-link" 
href="{{url_root}}how_to/index.html">How To</a></li>
+            <li><a class="main-nav-link" 
href="{{url_root}}architecture/index.html">Architecture</a></li>
+            <li><a class="main-nav-link" 
href="https://github.com/apache/incubator-mxnet/tree/master/example";>Examples</a></li>
+            <li><a class="main-nav-link" 
href="{{url_root}}model_zoo/index.html">Model Zoo</a></li>
+          </ul>
         </span>
 
-        <a class="main-nav-link" 
href="{{url_root}}architecture/index.html">Architecture</a>
-               <!-- <a class="main-nav-link" 
href="{{url_root}}community/index.html">Community</a> -->
         <a class="main-nav-link" 
href="https://github.com/dmlc/mxnet";>Github</a>
       </nav>
       <script> function getRootPath(){ return "{{url_root}}" } </script>
       <div class="burgerIcon dropdown">
           <a href="#" class="dropdown-toggle" data-toggle="dropdown" 
role="button">☰</a>
-          <ul id="burgerMenu" class="dropdown-menu dropdown-menu-right">
-              <li><a 
href="{{url_root}}get_started/install.html">Install</a></li>
-              {% for name in ['Tutorials', 'How To'] %}
-              <li><a href="{{url_root}}{{name.lower()|replace(" ", 
"_")}}/index.html">{{name}}</a></li>
-              {% endfor %}
+          <ul id="burgerMenu" class="dropdown-menu">
+              <li><a href="{{url_root}}install/index.html">Install</a></li>
+              <li><a class="main-nav-link" 
href="{{url_root}}tutorials/index.html">Learn</a></li>
+              <li class="dropdown-submenu">
+                <a href="#" tabindex="-1">Community</a>
+                <ul class="dropdown-menu">
+                  <li><a tabindex="-1"  
href="{{url_root}}community/index.html">Community</a></li>
+                  <li><a tabindex="-1"  
href="{{url_root}}community/collaborator.html">Collaborator</a></li>
+                </ul>
+              </li>
               {% for name in ['API'] %}
               <li class="dropdown-submenu">
                 <a href="#" tabindex="-1">{{name}}</a>
@@ -47,6 +64,16 @@
                 </ul>
               </li>
               {% endfor %}
+              <li class="dropdown-submenu">
+                <a href="#" tabindex="-1">Docs</a>
+                <ul class="dropdown-menu">
+                  <li><a tabindex="-1"  
href="{{url_root}}tutorials/index.html">Tutorials</a></li>
+                  <li><a tabindex="-1"  
href="{{url_root}}how_to/index.html">How To</a></li>
+                  <li><a tabindex="-1"  
href="{{url_root}}architecture/index.html">Architecture</a></li>
+                  <li><a tabindex="-1"  
href="https://github.com/apache/incubator-mxnet/tree/master/example";>Examples</a></li>
+                  <li><a tabindex="-1"  
href="{{url_root}}model_zoo/index.html">Model Zoo</a></li>
+                </ul>
+              </li>
               <li><a 
href="{{url_root}}architecture/index.html">Architecture</a></li>
                      <li><a class="main-nav-link" 
href="https://github.com/dmlc/mxnet";>Github</a></li>
           </ul>
diff --git a/docs/_static/mxnet.css b/docs/_static/mxnet.css
index db2c5a2..ea25de5 100644
--- a/docs/_static/mxnet.css
+++ b/docs/_static/mxnet.css
@@ -1,3 +1,22 @@
+/*-------------------- AmazonEmber font -----------------------------------*/
+@font-face {
+    font-family: AmazonEmber;
+    src: 
url(https://raw.githubusercontent.com/kevinthesun/web-data/MoreResourcesForWeb/mxnet/font/AmazonEmber_Rg.ttf);
+    font-weight: normal;
+}
+
+@font-face {
+    font-family: AmazonEmber;
+    src: 
url(https://raw.githubusercontent.com/kevinthesun/web-data/MoreResourcesForWeb/mxnet/font/AmazonEmber_Bd.ttf);
+    font-weight: bold;
+}
+
+@font-face {
+    font-family: AmazonEmber;
+    src: 
url(https://raw.githubusercontent.com/kevinthesun/web-data/MoreResourcesForWeb/mxnet/font/AmazonEmber_Th.ttf);
+    font-weight: 300;
+}
+
 
 /*-------------------- basic html elements and classes --------------------*/
 html, body {
@@ -9,16 +28,18 @@ html, body {
 body {
     display: block;
     visibility: hidden;
+    background-size: cover;
+    background-attachment: fixed;
 }
 
 body, div {
-    font-family: "Open Sans", "Lucida Grande", "Helvetica Neue", Arial;
+    font-family: AmazonEmber;
     font-size: 16px;
     color: #000;
 }
 
 p {
-    font-family: "Open Sans", "Lucida Grande", "Helvetica Neue", Arial;
+    font-family: AmazonEmber;
     color: #000;
     font-size: 16px;
     line-height: 1.5em;
@@ -34,6 +55,13 @@ li, dt a, dt span {
     line-height: 1.5em;
 }
 
+.footer {
+    z-index: 10;
+    position: absolute;
+    bottom: 0;
+    width: 100%;
+}
+
 /* /\*Content paragraph space*\/ */
 /* div.content p { */
 /*     margin-top: 20px; */
@@ -41,7 +69,7 @@ li, dt a, dt span {
 
 /*------------------ Headings -------------------*/
 h1, h2, h3 {
-    font-family: "Open Sans", "Lucida Grande", "Helvetica Neue", Arial;
+    font-family: AmazonEmber;
     margin-top: 18px;
     margin-bottom: 18px;
     color: #444;
@@ -51,6 +79,7 @@ h1 {
     margin-top: 0px;
     margin-bottom: 25px;
     font-size: 28px;
+    font-weight: bold;
 }
 
 h2 {
@@ -90,15 +119,18 @@ img {
 
 /*-----------------------nav bar-----------------------*/
 .navbar {
-    background-color:#0079b2;
     opacity: 0.9;
     border: 0px;
     height: 60px;
     margin-bottom: 0px;
+    border-bottom: 0.01em solid #fff;
+    background-image: 
url("https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-navbar.png";);
+    background-size: cover;
+    background-attachment: scroll;
 }
 
 .navbar .container {
-    position: fixed;
+    position: relative;
     left: 20px;
 }
 
@@ -124,7 +156,8 @@ img {
     -webkit-box-align: center;
     -ms-flex-align: center;
     -webkit-align-items: center;
-    align-items: center
+    align-items: center;
+    padding-left: 10px;
 }
 
 @media screen and(max-width: 768 px) {
@@ -143,18 +176,14 @@ img {
     width: 125px;
 }
 
-@media screen and (max-width: 405px) {
-    #logo-wrap {
-        margin-left: -25px;
-    }
-}
-
 #logo {
+    color: #fff;
     width: 150px;
     display: block;
     float: left;
     height: 60px;
-    padding: 10px 0 0 0;
+    padding: 15px 0 0 0;
+    text-decoration: none;
 }
 
 #logo > img {
@@ -175,12 +204,10 @@ img {
     color: #fff;
     text-decoration: none;
     line-height: 50px;
-    opacity: .7;
-    -webkit-transition: .2s;
-    transition: .2s;
-    font-family: Lato, "Helvetica Neue", Helvetica, Arial, sans-serif;
+    font-family: AmazonEmber;
     display: inline-block;
     padding: 0 15px;
+    font-weight: 300;
 }
 
 .main-nav-link:hover {
@@ -190,18 +217,20 @@ img {
 }
 
 #dropdown-menu-position-anchor, 
+#dropdown-menu-position-anchor-docs,
+#dropdown-menu-position-anchor-community,
 #dropdown-menu-position-anchor-version, 
 #dropdown-menu-position-anchor-version-mobile {
     position: relative;
 }
 
-#package-dropdown-menu {
+.navbar-menu {
     top: 36px;
     border-radius: 4px;
     padding: 0;
 }
 
-#package-dropdown-menu > li > a {
+.navbar-menu > li > a {
     color: #0079b2;
     padding: 6px 16px;
 
@@ -209,10 +238,12 @@ img {
 
 #search-input-wrap {
     display: block;
-    position: fixed;
+    position: absolute;
     top: 15px;
-    right: 40px;
-    width: 140px;
+    right: 20px;
+    width: 200px;
+    -webkit-transition: width 0.5s;
+    transition: width 0.5s;
 }
 
 #search-input-wrap ul {
@@ -223,7 +254,7 @@ img {
     display: none;
     position: fixed;
     top: 20px;
-    right: 20px;
+    right: 35px;
     color: white;
 }
 
@@ -231,13 +262,15 @@ img {
     position: absolute;
     top: 0;
     left: 0;
-    width: 140px;
-    background: #87CEFA;
+    width: 200px;
+    background: transparent;
     border-radius: 5px;
+    -webkit-transition: width 0.5s;
+    transition: width 0.5s;
 }
 
 .searchBox input {
-    background: #87CEFA;
+    background: transparent;
 }
 
 .searchBox input::placeholder {
@@ -262,19 +295,12 @@ img {
 
 @media screen and (max-width: 510px) {
     #search-input-wrap {
-        display: none;
-        right: 40px;
-        margin-left: -100px;
-    }
-
-    #searchIcon {
-        display: block;
+        width: 120px;
+        margin-right: 10px;
     }
-}
-
-@media screen and (min-width: 511px) {
-    #search-input-wrap {
-        display: block !important;
+    
+    .searchBox {
+        width: 120px;
     }
 }
 
@@ -288,7 +314,7 @@ img {
 #lang-select-label {
     color: #fff;
     opacity: .7;
-    font-family: Lato, Helvetica Neue, Helvetica, Arial, sans-serif;
+    font-family: AmazonEmber;
     line-height: 50px
 }
 
@@ -318,20 +344,15 @@ div .burgerIcon {
     font-size: 25px;
     position: fixed;
     right: 155px;
-    top: 10px;
-    display: none
+    top: 11px;
+    display: none;
+    width: 30px;
 }
 
 div .burgerIcon a {
     color: white;
 }
 
-@media screen and (max-width: 405px) {
-    div .burgerIcon {
-        margin-left: -25px;
-    }
-}
-
 /*burger menu*/
 #burgerMenu, #plusMenu {
     list-style-type: none;
@@ -350,7 +371,7 @@ div .burgerIcon a {
     height: 30px;
     padding-left: 5px;
     width: 108px;
-    max-width: 200px
+    max-width: 250px;
 }
 
 #burgerMenu li, #plusMenu li {
@@ -363,11 +384,17 @@ li.dropdown-submenu ul.dropdown-menu {
 }
 
 li.dropdown-submenu ul.dropdown-menu li {
-    height: auto
+    border-style: none !important;
 }
 
 li.dropdown-submenu ul.dropdown-menu a {
-    height: auto
+    padding-left: 20px !important;
+}
+
+@media screen and (max-width: 360px) {
+    li.dropdown-submenu ul.dropdown-menu a {
+        font-size: 12px !important;
+    }
 }
 
 /*dropdown submenu*/
@@ -376,13 +403,12 @@ li.dropdown-submenu ul.dropdown-menu a {
 }
 
 .dropdown-submenu>.dropdown-menu {
-    top: 0;
-    left: 100%;
-    margin-top: -6px;
-    margin-left: -1px;
+    top: -8px;
+    left: 200px;
     -webkit-border-radius: 0 6px 6px 6px;
     -moz-border-radius: 0 6px 6px;
     border-radius: 0 6px 6px 6px;
+    background: transparent;
 }
 
 .dropdown-submenu:hover>.dropdown-menu {
@@ -399,7 +425,7 @@ li.dropdown-submenu ul.dropdown-menu a {
     border-style: solid;
     border-width: 5px 0 5px 5px;
     border-left-color: #ccc;
-    margin-top: 5px;
+    margin-top: 10px;
     margin-right: -10px;
 }
 
@@ -422,9 +448,9 @@ li.dropdown-submenu ul.dropdown-menu a {
 /*Plus icon*/
 .plusIcon {
     display: none;
-    position: fixed;
+    position: absolute;
     top: 20px;
-    right: 175px;
+    right: 210px;
     width: 30px;
 }
 
@@ -437,18 +463,50 @@ li.dropdown-submenu ul.dropdown-menu a {
         display: none !important;
     }
 
-    div .burgerIcon {
+    div.burgerIcon {
         display: block;
         position: fixed;
-        top: 10px;
-        left: 160px;
+        left: 45px;
+    }
+    
+    #burgerMenu {
+        position: fixed;
+        left: 0;
+        top: 49px;
+        width: 100%;
+        height: 100%;
+        background: 
url(https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-background.png);
+        background-attachment: initial;
+        background-size: cover;
+    }
+    
+    #burgerMenu a {
+        display: block;
+        font-size: 19px;
+        width: auto;
+        padding-left: 75px;
+        padding-top: 10px;
+        color: #fff;
+        text-decoration: none;
+    }
+    
+    #burgerMenu a:hover {
+        color: initial;
+        background-color: inherit;
+    }
+    
+    #burgerMenu li {
+        border-bottom: 1px solid lightgray;
+        height: 50px;
+    }
+    
+    #logo-wrap {
+        margin-left: 30px;
     }
 }
 /*--------------------------banner---------------------------*/
 #splash{
-    padding:60px 0 50px 0;
-    background-color:#0079b2;
-    /* background-image:url(../img/bg.jpg); */
+    padding:60px 0 0 0;
     background-size:cover;
     background-attachment:fixed;
     color:#fff;
@@ -459,31 +517,43 @@ li.dropdown-submenu ul.dropdown-menu a {
     text-align: center
 }
 
-#splash #banner-title {
-    padding: 20px 0 10px 0;
+#banner-title span {
+    font-family: AmazonEmber;
+    font-weight: bold;
+}
+
+#banner-title {
+    padding: 60px 0 10px 0;
     font-size: 40px;
-    line-height: 1.15;
+    line-height: 55px;
     font-weight: 300;
-    font-family: Lato, Helvetica Neue, Helvetica, Arial, sans-serif;
+    font-family: AmazonEmber;
     color: #fff;
+    max-width: 600px;
+    text-align: left;
+    margin-left: 30px;
 }
 
-@media screen and (min-width:769px) {
-    #splash #banner-title {
-        padding-top: 100px;
-    }
+#landing-title {
+    margin-right: 40px;
+    font-size: 35px;
+    color: #fff;
+    font-family: AmazonEmber;
+    font-weight: 300;
 }
 
-@media screen and (max-width:768px) {
-    #splash #banner-title {
-            font-size: 30px;
-            padding: 60px 30px 10px 30px;
-    }
+#intro {
+    font-size: 16px;
+    color: #fff;
+    font-family: AmazonEmber;
+    font-weight: 300;
 }
 
-@media screen and (max-width:510px) {
-    #splash #banner-title {
-            padding-top: 60px;
+@media screen and (max-width:768px) {
+    #banner-title {
+        font-size: 30px;
+        padding: 60px 30px 10px 30px;
+        margin-left: 0;
     }
 }
 
@@ -496,62 +566,55 @@ li.dropdown-submenu ul.dropdown-menu a {
     margin:2em 0 4em 0;
 }
 
-#why_mxnet, #install_blk {
-    margin:2em 0
+#landing-btn-blk {
+    margin-top: 2em;
 }
 
-#why_mxnet_btn, #install_btn, #release_btn {
-    border: 1.8px solid #FFFFFF;
-    color: #FFFFFF;
-    display: inline-block;
-    font-size: 18px;
-    font-family: Helvetica, Helvetica Neue, Arial, sans-serif;
-    padding: 8px 20px;
-    -webkit-transition: .2s;
-    transition: .2s;
-    width: 160px;
-    border-radius: 30px;
+#why_mxnet, #install_blk {
+    margin:2em 0;
+    display: inline;
 }
 
-#release_btn {
-    width: auto;
-    border: none;
+#why_mxnet {
+    padding-left: 20px;
 }
 
-@media (min-width: 768px) {
-    #why_mxnet_btn {
-        margin-right: -45%;
+@media screen and (max-width:400px) {
+    #install_blk, #install_blk{
+        display: block;
     }
-    #install_btn {
-        margin-left: -45%;
+    
+    #install_blk {
+        padding-left: 0;
+        margin-top: 0;
     }
 }
 
-@media (min-width: 992px) {
-    #why_mxnet_btn {
-        margin-right: -55%;
-    }
-    #install_btn {
-        margin-left: -55%;
-    }
+#why_mxnet_btn {
+    border: 1.8px solid #FFFFFF;
+    color: #FFFFFF;
+    display: inline;
+    font-size: 18px;
+    font-family: AmazonEmber;
+    padding: 8px 20px;
+    -webkit-transition: .2s;
+    transition: .2s;
 }
 
-@media (min-width: 1200px) {
-    #why_mxnet_btn {
-        margin-right: -65%;
-    }
-    #install_btn {
-        margin-left: -65%;
-    }
+#install_btn {
+    border: 1.8px solid #FFFFFF;
+    color: #fff;
+    display: inline;
+    font-size: 18px;
+    font-family: AmazonEmber;
+    padding: 8px 40px;
+    -webkit-transition: .2s;
+    transition: .2s;
 }
 
-@media (max-width: 767px) {
-    #why_mxnet_btn {
-        margin-bottom: -20%;
-    }
-    #install_btn {
-        margin-top: -20%;
-    }
+#release_btn {
+    width: auto;
+    border: none;
 }
 
 #why_mxnet_btn:hover, #install_btn:hover {
@@ -563,9 +626,7 @@ li.dropdown-submenu ul.dropdown-menu a {
 
 /*------------------------index page section----------------------------*/
 .section-tout {
-    padding:3em 0 3em;
-    border-bottom:1px solid rgba(0,0,0,.05);
-    background-color:#fff
+    padding:3em 0 1em;
 }
 
 .section-tout .container {
@@ -577,21 +638,30 @@ li.dropdown-submenu ul.dropdown-menu a {
 }
 
 .section-tout .row div {
-    height: 100%;
+    height: 110%;
     padding-left: 50px;
+    background-color:#fff;
+    box-shadow: 0px 2px 4px 0px rgba(0, 28, 36, 0.5);
 }
 
 .section-tout .row a {
+    font-family: AmazonEmber;
     position: absolute;
     bottom: 20px;
+    border: solid 1px;
+    padding: 5px 10px;
+    color: #111;
 }
 
 .section-tout h3{
+    font-family: AmazonEmber;
     font-size:20px;
-    color: #444;
+    color:  #007dbc;
+    padding-top: 10px
 }
 
 .section-tout p {
+    font-family: AmazonEmber;
     margin-bottom:2em;
 }
 
@@ -605,34 +675,76 @@ li.dropdown-submenu ul.dropdown-menu a {
     }
 
     .section-tout .row div {
-        margin-bottom: 20px;
-        padding-left: 20px;
+        padding-left: 45px;
+    }
+    
+    .section-tout .row p {
+        padding-bottom: 10px;
+    }
+}
+
+@media (max-width: 767px) {
+    .section-tout .row div {
+        margin-bottom: -20px;
     }
 }
 
 .section-util {
-    background-color: #eaf1f1;
     padding:3em 0 3em;
-    border-bottom:1px solid rgba(0,0,0,.05);
-    text-align: center;
+    text-align: left;
+    margin-bottom: 50px;
+}
+
+.section-util .row > div {
+    height: 320px;
+    padding-left: 50px;
+    padding-top: 40px;
+}
+
+.section-util .row div h2 {
+    font-family: AmazonEmber;
+    color: #fff;   
+}
+
+#model-zoo-blk {
+    background-color:  #00446e;
+    box-shadow: 0px 2px 4px 0px rgba(0, 28, 36, 0.5);
+}
+
+#example-blk {
+    background-color:  #006ea7;
+    box-shadow: 0px 2px 4px 0px rgba(0, 28, 36, 0.5);
+}
+
+#tutorial-blk {
+    background-color:  #00a1c9;
+    box-shadow: 0px 2px 4px 0px rgba(0, 28, 36, 0.5);
+}
+
+@media (min-width: 1200px) {
+    #model-zoo-blk {
+        width: 370px;
+        margin-right: 20px;
+    }
+
+    #example-blk {
+        width: 370px;
+        margin-right: 20px;
+    }
 }
 
 .section-util p {
-    color: #999;
+    font-family: AmazonEmber;
+    color: #fff;
     position: absolute;
-    width: 50%;
-    margin: auto;
-    left: 0;
-    right: 0;
+    width: 70%;
+    font-size: 14px;
+    font-weight: 300;
 }
 
 .section-util .util-btn {
     position: absolute;
-    margin: auto;
-    left: 0;
-    right: 0;
-    padding-top: 10px;
-    margin-top: 60px;
+    bottom: 30px;
 }
 
 @media (max-width: 600px) {
@@ -643,18 +755,17 @@ li.dropdown-submenu ul.dropdown-menu a {
 
 .section-util .glyphicon {
     font-size: 50px;
-    color: #999;
+    color: #b3ffff;
 }
 
 .util-btn a {
+    font-family: AmazonEmber;
     display: inline-block;
-    border: 1.8px solid #0079b2;
-    border-radius: 30px;
-    width: 200px;
-    height: 50px;
+    border: 1.8px solid;
     -webkit-transition: .2s;
     transition: .2s;
-    padding: 10px 30px;
+    padding: 5px 30px;
+    color: #fff;
 }
 
 .util-btn a:hover {
@@ -672,27 +783,35 @@ li.dropdown-submenu ul.dropdown-menu a {
     .section-util .container {
         height: auto
     }
-
-    .section-util .row div {
-        margin-bottom: 200px;
-    }
-}
-
-@media (max-width: 767px) {
-    .section-util .row div {
-        margin-bottom: 250px;
-    }
 }
 
 .section-inst {
     padding:3em 0 3em;
     border-bottom:1px solid rgba(0,0,0,.05);
+    text-align: left;
+    background-color: #fff;
+}
 
-    text-align:center
+.section-inst .row div {
+    text-align: center;
+    margin-bottom: 30px;
+    height: 80px;
 }
 
 .section-inst p {
-    margin-bottom:2em
+    font-family: AmazonEmber;
+    font-weight: 300;
+    margin-bottom:2em;
+    padding-left: 50px;
+    color: #111;
+}
+
+.section-inst h2 {
+    font-family: AmazonEmber;
+    margin-top: -20px;
+    margin-bottom: 50px;
+    color: dimgray;
+    padding-left: 40px;
 }
 
 @media (min-width: 1200px) {
@@ -718,26 +837,29 @@ li.dropdown-submenu ul.dropdown-menu a {
 }
 
 .section-disclaimer {
-    padding: 3em 3em 3em;
+    padding: 3em 0 3em;
+    background-color:  #f2f2f2;
+}
+
+.section-disclaimer .container div {
+    padding-left: 50px;
 }
 
 .section-disclaimer p {
     padding-top: 2em;
 }
 
-.footer{
-    padding-top: 40px;
-}
 .footer li{
     float:right;
     margin-right:1.5em;
     margin-bottom:1.5em
 }
 .footer p{
-    font-size: 15px;
-    color: #888;
+    font-family: AmazonEmber;
+    font-weight: 300;
+    font-size: 12px;
     clear:right;
-    margin-bottom:0
+    margin-bottom:0;
 }
 
 /*------------------content----------------------*/
@@ -746,39 +868,62 @@ div.navbar + div.container {
 }
 
 div.content {
-    position: absolute;
-    left: 320px;
-    right: 200px;
-    margin-right: 5%;
-    padding: 40px 0 0 0;
+    padding: 80px 40px 40px 45px;
+    background: #fff;
+    width: calc(100% - 300px);
+    float: right;
     overflow-x: hidden;
     z-index: -1;
 }
 
 @media (max-width: 999px) {
     div.content {
-        left: 0;
-        margin-left: 5%;
-        right: 0;
         overflow-x: auto;
+        width: 100%;
     }
 }
 
+div.page-tracker {
+    margin-bottom: 30px;
+    font-family: AmazonEmber;
+}
+
+div.page-tracker ul {
+    padding-left: 0;
+}
+
+div.page-tracker ul li {
+    text-transform: capitalize;
+    display: inline;
+}
+
+div.page-tracker a {
+    text-transform: capitalize;
+    color: #337ab7;
+}
+
+div.page-tracker a.last-tracker {
+    color: #aab7b8;
+}
+
+div.page-tracker i {
+    margin: 0 10px;
+}
+
 /*------------------sidebar-----------------------*/
 div.sphinxsidebar {
     position: fixed;
-    background-color: white;
-    height: calc(100% - 80px);
+    padding-top: 40px;
+    height: 100%;
     display: none;
     visibility: hidden;
     overflow: auto;
 }
 
 div.leftsidebar {
-    left: 30px;
-    width: 250px;
-    padding: 40px 0 15px 0;
-    margin: 0;
+    width: 300px;
+    margin-left: 25px;
+    background: #f2f2f2;
 }
 
 div.rightsidebar {
@@ -793,7 +938,8 @@ div.sphinxsidebar ul {
 }
 
 div.sphinxsidebar a {
-    color: black;
+    font-family: AmazonEmber;
+    font-size: 13px;
 }
 
 div.rightsidebar div.sphinxsidebarwrapper > ul {
@@ -804,11 +950,10 @@ div.sphinxsidebar li {
     padding-top: 5px;
     margin-bottom: 5px;
     margin-left: -10px;
-    font: normal 12px "Open Sans", "Lucida Grande", "Helvetica Neue", Arial;
 }
 
 div.leftsidebar > div.sphinxsidebarwrapper {
-    padding: 10px 10px 10px 10px;
+    padding: 40px 20px 10px 20px;
     background: #f2f2f2;
 }
 
@@ -827,26 +972,26 @@ div.rightsidebar > div.sphinxsidebarwrapper > ul > li {
 
 div.sphinxsidebar li.opened .tocToggle:before {
     font-family: 'FontAwesome';
-    content: "\f146";
+    content: "\f0d7";
     margin: 0 5px 0 -15px;
-    color: #337ab7;
+    color: #999999;
 }
 
 div.sphinxsidebar li.closed .tocToggle:before {
     font-family: 'FontAwesome';
-    content: "\f0fe";
+    content: "\f0da";
     margin: 0 5px 0 -15px;
-    color: #337ab7;
+    color: #999999;
 }
 
 div.sphinxsidebar li.leaf .tocToggle:before {
-    font-family: 'FontAwesome';
-    content: "\f096";
+    /*font-family: 'FontAwesome';*/
+    content: " ";
     margin: 0 5px 0 -15px;
-    color: #337ab7;
+    color: #f2f2f2;
 }
 
-@media (min-width:1000px) {
+@media (min-width:1015px) {
     div.sphinxsidebar {display: block}
 }
 
@@ -985,6 +1130,15 @@ code {
     background-color: #f5f5f5;
 }
 
+code.docutils.literal {
+    color: #111;
+    font-weight: bold;
+}
+
+a code.docutils.literal {
+    color: #337ab7;
+}
+
 dt code {
     color: #555;
 }
@@ -1120,7 +1274,6 @@ table.docutils tr:nth-child(even) {
     height: 38px;
 }
 
-
 /*----------------Search function style------------------*/
 #searchPage {
     width: 60%;
@@ -1187,7 +1340,7 @@ table.docutils tr:nth-child(even) {
 
 /* align icon */
 .left-addon .glyphicon  {
-    left:  0px;
+    right: 0px;
 }
 .right-addon .glyphicon {
     right: 0px;
@@ -1195,7 +1348,8 @@ table.docutils tr:nth-child(even) {
 
 /* add padding  */
 .left-addon input  {
-    padding-left:  40px;
+    font-family: AmazonEmber;
+    font-style: italic;
 }
 .right-addon input {
     padding-right: 40px;
@@ -1219,9 +1373,9 @@ button.download {
 }
 
 /*----------------------Download button------------------------*/
-div.download_btn {
+div.download-btn {
 
-    border: solid 1px lightgray;
+    border: solid 1px #000;
     border-radius: 3px;
     font-size: 90%;
     height: 40px;
@@ -1229,18 +1383,29 @@ div.download_btn {
     float: left;
 }
 
-div.download_btn a {
+div.download-btn a {
     padding: 0 10px;
     display: table-cell;
     vertical-align: middle;
+    color: #000;
 }
 
-div.download_btn a:hover {
+div.download-btn a:hover {
     background-color: #0079b2;
     color: white;
     text-decoration: none;
 }
 
+div.download-btn.download-btn-top {
+    border-color: #ec7211;
+    background: #ec7211;
+    float: right;
+}
+
+div.download-btn.download-btn-top a {
+    color: #fff;
+}
+
 /*-------------output blocks----------------*/
 
 .highlight-results .highlight pre {
@@ -1258,3 +1423,28 @@ div.download_btn a:hover {
     display: none;
     padding-top: 40px;
 }
+
+/*------------Mobile dropdown menu smooth transition---------------*/
+@keyframes slide {
+    0% {
+        left: -100%;
+    }
+    25% {
+        left: -75%;
+    }
+    50% {
+        left: -50%;
+    }
+    75% {
+        left: -25%;
+    }
+    100% {
+        left: 0;
+    }
+}
+
+#burgerMenu {
+    animation-name: slide;
+    animation-duration: 0.3s;
+    animation-timing-function: ease-in-out;
+}
diff --git a/docs/_static/mxnet.png b/docs/_static/mxnet.png
deleted file mode 100644
index 523676c..0000000
Binary files a/docs/_static/mxnet.png and /dev/null differ
diff --git a/docs/_static/searchtools_custom.js 
b/docs/_static/searchtools_custom.js
index c6fd37f..786b03e 100644
--- a/docs/_static/searchtools_custom.js
+++ b/docs/_static/searchtools_custom.js
@@ -756,30 +756,30 @@ var Search = {
 };
 
 $(document).ready(function() {
-  var searchBoxWidth = 140;
-  var searchBoxWidthModifier = 200;
-    
+  var searchBoxWidth = $('#search-input-wrap').width();
+  var searchBoxWidthModifier = 150; 
   var focusInputColor = "white";
   var focusIconColor = "dimgray";
   var focusPlaceColor = "searchBoxExp";
-  var normalInputColor = "#87CEFA";
+  var normalInputColor = "transparent";
   var normalIconColor = "white";
   var normalPlaceColor = "searchBoxNorm";
     
   function focusOut() {
-    $("#search-input-wrap").width(searchBoxWidth);
+    $("#search-input-wrap").css('width', '');
     $(".searchBox").width(searchBoxWidth);
     $(".searchBox").css("background-color", normalInputColor);
     $('#search-input-wrap input').css("background-color", normalInputColor);
     $(".searchBox .glyphicon-search").css("color", normalIconColor);
     $(".searchBox").addClass(normalPlaceColor);
     $(".searchBox").removeClass(focusPlaceColor);
+    $(".searchBox").css('width', '');
     $('#search-preview').hide();
   }
 
   Search.init();
   $('#search-input-wrap input').focus(function () {
-    var modifiedWidth = $(window).width() - searchBoxWidthModifier;
+    var modifiedWidth = Math.max($('#navContainer').width() - 
searchBoxWidthModifier, searchBoxWidth);
     $("#search-input-wrap").width(modifiedWidth);
     $(".searchBox").width(modifiedWidth);
     $(".searchBox").css("background-color", focusInputColor);
diff --git a/docs/api/julia/index.md b/docs/api/julia/index.md
index ecd08bf..edcc145 100644
--- a/docs/api/julia/index.md
+++ b/docs/api/julia/index.md
@@ -1,5 +1,5 @@
-MXNet - Julia API
-=================
+# MXNet - Julia API
+
 MXNet supports the Julia programming language. The MXNet Julia package brings 
flexible and efficient GPU
 computing and the state-of-art deep learning to Julia.
 
@@ -10,4 +10,5 @@ computing and the state-of-art deep learning to Julia.
 
 &nbsp;
 
+## Julia API Reference
 Julia documents are available at 
[http://dmlc.ml/MXNet.jl/latest/](http://dmlc.ml/MXNet.jl/latest/).
diff --git a/docs/api/perl/index.md b/docs/api/perl/index.md
index 19f70fa..0ec6319 100644
--- a/docs/api/perl/index.md
+++ b/docs/api/perl/index.md
@@ -56,9 +56,9 @@ pdl> print mx->nd->array(sequence(2,3))->aspdl ## 3 rows, 2 
columns
 ]
 ```
  ## Perl API Reference
- * [Module API](module.md) is a flexible high-level interface for training 
neural networks.
- * [Symbolic API](symbol.md) performs operations on NDArrays to assemble 
neural networks from layers.
- * [IO Data Loading API](io.md) performs parsing and data loading.
- * [NDArray API](ndarray.md) performs vector/matrix/tensor operations.
- * [KVStore API](kvstore.md) performs multi-GPU and multi-host distributed 
training.
+ * [Module API is a flexible high-level interface for training neural 
networks.](module.md)
+ * [Symbolic API performs operations on NDArrays to assemble neural networks 
from layers.](symbol.md)
+ * [IO Data Loading API performs parsing and data loading.](io.md)
+ * [NDArray API performs vector/matrix/tensor operations.](ndarray.md)
+ * [KVStore API performs multi-GPU and multi-host distributed 
training.](kvstore.md)
 
diff --git a/docs/api/scala/index.md b/docs/api/scala/index.md
index 2d5a047..ef8a03a 100644
--- a/docs/api/scala/index.md
+++ b/docs/api/scala/index.md
@@ -26,12 +26,12 @@ You can perform tensor or matrix computation in pure Scala:
 ```
 
  ## Scala API Reference
- * [Module API](module.md) is a flexible high-level interface for training 
neural networks.
- * [Model API](model.md) is an alternate simple high-level interface for 
training neural networks.
- * [Symbolic API](symbol.md) performs operations on NDArrays to assemble 
neural networks from layers.
- * [IO Data Loading API](io.md) performs parsing and data loading.
- * [NDArray API](ndarray.md) performs vector/matrix/tensor operations.
- * [KVStore API](kvstore.md) performs multi-GPU and multi-host distributed 
training.
+ * [Module API is a flexible high-level interface for training neural 
networks.](module.md)
+ * [Model API is an alternate simple high-level interface for training neural 
networks.](model.md)
+ * [Symbolic API performs operations on NDArrays to assemble neural networks 
from layers.](symbol.md)
+ * [IO Data Loading API performs parsing and data loading.](io.md)
+ * [NDArray API performs vector/matrix/tensor operations.](ndarray.md)
+ * [KVStore API performs multi-GPU and multi-host distributed 
training.](kvstore.md)
 
 
 ## Resources
diff --git a/docs/build_version_doc/AddPackageLink.py 
b/docs/build_version_doc/AddPackageLink.py
index e3cc198..280f9d0 100644
--- a/docs/build_version_doc/AddPackageLink.py
+++ b/docs/build_version_doc/AddPackageLink.py
@@ -21,7 +21,7 @@ from bs4 import BeautifulSoup as bs
 
 parser = argparse.ArgumentParser(description="Add download package link.",
                                      
formatter_class=argparse.ArgumentDefaultsHelpFormatter)
-parser.add_argument('--file_path', type=str, 
default='docs/_build/html/get_started/install.html',
+parser.add_argument('--file_path', type=str, 
default='docs/_build/html/install/index.html',
                         help='file to be modified')
 parser.add_argument('--current_version', type=str, default='master',
                         help='Current version')
diff --git a/docs/build_version_doc/AddVersion.py 
b/docs/build_version_doc/AddVersion.py
index f7abdbf..2c9ee22 100755
--- a/docs/build_version_doc/AddVersion.py
+++ b/docs/build_version_doc/AddVersion.py
@@ -59,9 +59,6 @@ if __name__ == '__main__':
                 continue
             with open(os.path.join(path, name), 'r') as html_file:
                 content = bs(html_file, 'html.parser')
-            if os.path.join(path, name) == args.file_path + 'index.html':
-                content.find(id='example-link')['href'] = \
-                    
'https://github.com/apache/incubator-mxnet/tree/%s/example' % 
(args.current_version)
             navbar = content.find(id="main-nav")
             navbar_mobile = content.find(id="burgerMenu")
             outstr = str(content)
@@ -106,6 +103,11 @@ if __name__ == '__main__':
                     outstr = outstr.replace('pip install mxnet%s\n<' % (trail),
                                             'pip install mxnet%s==%s\n<' % 
(trail, args.current_version))
 
+            # Add tag for example link
+            outstr = 
outstr.replace('https://github.com/apache/incubator-mxnet/tree/master/example',
+                                    
'https://github.com/apache/incubator-mxnet/tree/%s/example' %
+                                    (args.current_version))
+
             with open(os.path.join(path, name), "w") as outf:
                 outf.write(outstr)
 
diff --git a/docs/build_version_doc/build_doc.sh 
b/docs/build_version_doc/build_doc.sh
index f98e1e0..d7cbd3b 100755
--- a/docs/build_version_doc/build_doc.sh
+++ b/docs/build_version_doc/build_doc.sh
@@ -64,6 +64,7 @@ then
     cp -a "$web_folder/versions/." "$local_build/versions"
     mkdir "$local_build/versions/${tag_list[0]}"
     cp -a "$web_folder/." "$local_build/versions/${tag_list[0]}" || exit 1
+    cp "$web_folder/README.md" "$local_build"
     rm -rf "$local_build/versions/${tag_list[0]}/versions"
     rm -rf "$web_folder/*"
     cp -a "$local_build/." "$web_folder"
diff --git a/docs/community/collaborator.md b/docs/community/collaborator.md
new file mode 100644
index 0000000..9e36668
--- /dev/null
+++ b/docs/community/collaborator.md
@@ -0,0 +1,68 @@
+# Collaborators
+
+<div class="section-inst">
+<div class="container">
+<div class="row">
+<div class="col-lg-4 col-sm-6">
+    <img height="60px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/aws-logo.png";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="55px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/baidu-logo.jpg";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="70px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/cmu-logo.png";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="70px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/dato-logo.png";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="70px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/intel-logo.png";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/ms-logo.png";>
+</div>
+        
+<div class="col-lg-4 col-sm-6">
+    <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/mit-logo.png";>
+</div>
+        
+<div class="col-lg-4 col-sm-6">
+    <img height="40px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/nvidia-logo.png";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="55px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/nyu-logo.jpg";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="55px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/hkust-logo.png";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/tusimple-logo.png";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/university-alberta-logo.png";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/university-washington-logo.jpg";>
+</div>
+
+<div class="col-lg-4 col-sm-6">
+    <img height="45px" 
src="https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo/wolfram-logo.png";>
+</div>
+</div>
+    <p>
+        MXNet is developed by collaborators from multiple universities and
+        companies. We sincerely thank the following organizations for 
supporting
+        MXNet and sponsoring its major developers (alphabetical order).
+    </p>
+</div>
+</div>
diff --git a/docs/get_started/index.md b/docs/get_started/index.md
deleted file mode 100644
index 1112c9d..0000000
--- a/docs/get_started/index.md
+++ /dev/null
@@ -1,8 +0,0 @@
-
-<html lang="en-US">
-    <head>
-        <meta charset="UTF-8">
-        <meta http-equiv="refresh" content="0; 
url=http://mxnet.io/get_started/why_mxnet.html";>
-        <title>Page Redirection</title>
-    </head>
-</html>
diff --git a/docs/get_started/why_mxnet.md b/docs/get_started/why_mxnet.md
index 170a6ac..ed8cef1 100755
--- a/docs/get_started/why_mxnet.md
+++ b/docs/get_started/why_mxnet.md
@@ -7,7 +7,7 @@ in self-driving cars, machine translation, speech recognition 
and more.
 While widespread interest in deep learning took off in 2012,
 deep learning has become an indispensable tool for countless industries.
 
-![alt 
text](https://raw.githubusercontent.com/kevinthesun/web-data/master/mxnet/get-started/image-classification.png)
+![alt 
text](https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/get-started/image-classification.png)
 
 It might not come as a surprise that researchers
 have investigated neural networks for decades.
@@ -16,7 +16,7 @@ suggested the forerunner of today's artificial neurons back 
in 1943.
 Each neuron is connected to other neurons along _edges_, analogous to the 
synapses that connect real neurons. 
 And associated with each edge is a _weight_ that indicates whether the 
connection is excitatory or inhibitatory and the strength of the connection. 
 
-![alt_text](https://raw.githubusercontent.com/kevinthesun/web-data/master/mxnet/get-started/artificial-neuron-2.png)
+![alt_text](https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/get-started/artificial-neuron-2.png)
 
 In the 1980s, the modern version of neural networks took shape.
 Researchers arranged artificial neurons into _layers_.
@@ -53,7 +53,7 @@ replacing classical models and hand-engineered features.
 Similarly, nearly every production speech recognition system now relies on 
neural networks, 
 where replacing the hidden Markov models that previously held sway.
 
-![alt 
text](https://raw.githubusercontent.com/kevinthesun/web-data/master/mxnet/get-started/nvidia-gpus.jpg)
+![alt 
text](https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/get-started/nvidia-gpus.jpg)
 
 While GPUs and clusters present a huge opportunity for accelerating neural 
network training,
 adapting traditional machine learning code
diff --git a/docs/get_started/amazonlinux_setup.md 
b/docs/install/amazonlinux_setup.md
similarity index 100%
rename from docs/get_started/amazonlinux_setup.md
rename to docs/install/amazonlinux_setup.md
diff --git a/docs/get_started/build_from_source.md 
b/docs/install/build_from_source.md
similarity index 100%
rename from docs/get_started/build_from_source.md
rename to docs/install/build_from_source.md
diff --git a/docs/get_started/centos_setup.md b/docs/install/centos_setup.md
similarity index 100%
rename from docs/get_started/centos_setup.md
rename to docs/install/centos_setup.md
diff --git a/docs/get_started/install.md b/docs/install/index.md
similarity index 100%
rename from docs/get_started/install.md
rename to docs/install/index.md
diff --git a/docs/get_started/osx_setup.md b/docs/install/osx_setup.md
similarity index 100%
rename from docs/get_started/osx_setup.md
rename to docs/install/osx_setup.md
diff --git a/docs/get_started/raspbian_setup.md b/docs/install/raspbian_setup.md
similarity index 100%
rename from docs/get_started/raspbian_setup.md
rename to docs/install/raspbian_setup.md
diff --git a/docs/get_started/tx2_setup.md b/docs/install/tx2_setup.md
similarity index 100%
rename from docs/get_started/tx2_setup.md
rename to docs/install/tx2_setup.md
diff --git a/docs/get_started/ubuntu_setup.md b/docs/install/ubuntu_setup.md
similarity index 100%
rename from docs/get_started/ubuntu_setup.md
rename to docs/install/ubuntu_setup.md
diff --git a/docs/get_started/windows_setup.md b/docs/install/windows_setup.md
similarity index 100%
rename from docs/get_started/windows_setup.md
rename to docs/install/windows_setup.md
diff --git a/docs/mxdoc.py b/docs/mxdoc.py
index 010118c..26e4c9e 100644
--- a/docs/mxdoc.py
+++ b/docs/mxdoc.py
@@ -317,7 +317,7 @@ def _get_src_download_btn(out_prefix, langs, lines):
         with open(ipynb, 'w') as f:
             json.dump(_get_jupyter_notebook(lang, lines), f)
         f = ipynb.split('/')[-1]
-        btn += '<div class="download_btn"><a href="%s" download="%s">' \
+        btn += '<div class="download-btn"><a href="%s" download="%s">' \
                '<span class="glyphicon glyphicon-download-alt"></span> 
%s</a></div>' % (f, f, f)
     btn += '</div>\n'
     return btn

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