diff --git a/doc/quickstart/cli.sidebar.html b/doc/quickstart/cli.sidebar.html
new file mode 100644
index 0000000000..4c146f74b4
--- /dev/null
+++ b/doc/quickstart/cli.sidebar.html
@@ -0,0 +1,47 @@
+<!-- This sidebar is manually maintained so that it uses the same links as the
+     binding documentation.  The top part (before the page_title ul/li) is
+     extracted from the sidebar.html files generated by the 'make markdown'
+     target. -->
+
+<div id="sidebar">
+<ul>
+<li><a href="LINKROOTindex.html"><b>Docs Index</b></a>
+<ul>
+<li><a href="LINKROOTindex.html#mlpack-basics">Basics</a></li>
+<li><a href="LINKROOTcitation.html">Citation</a></li>
+<li><details open="true"><summary>Quickstarts</summary>
+<ul>
+<li><a href="LINKROOTquickstart/cpp.html">C++</a></li>
+<li><a href="LINKROOTquickstart/cli.html">CLI</a></li>
+<li><a href="LINKROOTquickstart/python.html">Python</a></li>
+<li><a href="LINKROOTquickstart/julia.html">Julia</a></li>
+<li><a href="LINKROOTquickstart/go.html">Go</a></li>
+<li><a href="LINKROOTquickstart/r.html">R</a></li>
+</ul></details></li>
+<li><details open="true"><summary>Documentation</summary>
+<ul>
+<li><a href="LINKROOTindex.html">C++</a></li>
+<li><a href="LINKROOTuser/bindings/cli.html">CLI binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/python.html">Python binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/julia.html">Julia binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/go.html">Go binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/r.html">R binding docs</a></li>
+</ul></details></li>
+</ul>
+</ul>
+
+<ul>
+  <li class="page_title">
+    <b>mlpack command-line quickstart guide</b>
+    <a href="#">[top]</a>
+    <ul>
+      <!-- These are manually extracted and should be checked every time the
+           quickstart is updated. -->
+      <li><a href="#installing-mlpack">Installing mlpack</a></li>
+      <li><a href="#simple-quickstart-example">Simple quickstart example</a></li>
+      <li><a href="#using-mlpack-for-movie-recommendations">Using mlpack for movie recommendations</a></li>
+      <li><a href="#next-steps-with-mlpack">Next steps with mlpack</a></li>
+    </ul>
+  </li>
+</ul>
+</div>
diff --git a/doc/quickstart/go.sidebar.html b/doc/quickstart/go.sidebar.html
new file mode 100644
index 0000000000..363c5a2654
--- /dev/null
+++ b/doc/quickstart/go.sidebar.html
@@ -0,0 +1,47 @@
+<!-- This sidebar is manually maintained so that it uses the same links as the
+     binding documentation.  The top part (before the page_title ul/li) is
+     extracted from the sidebar.html files generated by the 'make markdown'
+     target. -->
+
+<div id="sidebar">
+<ul>
+<li><a href="LINKROOTindex.html"><b>Docs Index</b></a>
+<ul>
+<li><a href="LINKROOTindex.html#mlpack-basics">Basics</a></li>
+<li><a href="LINKROOTcitation.html">Citation</a></li>
+<li><details open="true"><summary>Quickstarts</summary>
+<ul>
+<li><a href="LINKROOTquickstart/cpp.html">C++</a></li>
+<li><a href="LINKROOTquickstart/cli.html">CLI</a></li>
+<li><a href="LINKROOTquickstart/python.html">Python</a></li>
+<li><a href="LINKROOTquickstart/julia.html">Julia</a></li>
+<li><a href="LINKROOTquickstart/go.html">Go</a></li>
+<li><a href="LINKROOTquickstart/r.html">R</a></li>
+</ul></details></li>
+<li><details open="true"><summary>Documentation</summary>
+<ul>
+<li><a href="LINKROOTindex.html">C++</a></li>
+<li><a href="LINKROOTuser/bindings/cli.html">CLI binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/python.html">Python binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/julia.html">Julia binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/go.html">Go binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/r.html">R binding docs</a></li>
+</ul></details></li>
+</ul>
+</ul>
+
+<ul>
+  <li class="page_title">
+    <b>mlpack in Go quickstart guide</b>
+    <a href="#">[top]</a>
+    <ul>
+      <!-- These are manually extracted and should be checked every time the
+           quickstart is updated. -->
+      <li><a href="#installing-mlpack">Installing mlpack</a></li>
+      <li><a href="#simple-quickstart-example">Simple quickstart example</a></li>
+      <li><a href="#using-mlpack-for-movie-recommendations">Using mlpack for movie recommendations</a></li>
+      <li><a href="#next-steps-with-mlpack">Next steps with mlpack</a></li>
+    </ul>
+  </li>
+</ul>
+</div>
diff --git a/doc/quickstart/julia.sidebar.html b/doc/quickstart/julia.sidebar.html
new file mode 100644
index 0000000000..4040d11241
--- /dev/null
+++ b/doc/quickstart/julia.sidebar.html
@@ -0,0 +1,47 @@
+<!-- This sidebar is manually maintained so that it uses the same links as the
+     binding documentation.  The top part (before the page_title ul/li) is
+     extracted from the sidebar.html files generated by the 'make markdown'
+     target. -->
+
+<div id="sidebar">
+<ul>
+<li><a href="LINKROOTindex.html"><b>Docs Index</b></a>
+<ul>
+<li><a href="LINKROOTindex.html#mlpack-basics">Basics</a></li>
+<li><a href="LINKROOTcitation.html">Citation</a></li>
+<li><details open="true"><summary>Quickstarts</summary>
+<ul>
+<li><a href="LINKROOTquickstart/cpp.html">C++</a></li>
+<li><a href="LINKROOTquickstart/cli.html">CLI</a></li>
+<li><a href="LINKROOTquickstart/python.html">Python</a></li>
+<li><a href="LINKROOTquickstart/julia.html">Julia</a></li>
+<li><a href="LINKROOTquickstart/go.html">Go</a></li>
+<li><a href="LINKROOTquickstart/r.html">R</a></li>
+</ul></details></li>
+<li><details open="true"><summary>Documentation</summary>
+<ul>
+<li><a href="LINKROOTindex.html">C++</a></li>
+<li><a href="LINKROOTuser/bindings/cli.html">CLI binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/python.html">Python binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/julia.html">Julia binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/go.html">Go binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/r.html">R binding docs</a></li>
+</ul></details></li>
+</ul>
+</ul>
+
+<ul>
+  <li class="page_title">
+    <b>mlpack in Julia quickstart guide</b>
+    <a href="#">[top]</a>
+    <ul>
+      <!-- These are manually extracted and should be checked every time the
+           quickstart is updated. -->
+      <li><a href="#installing-mlpack">Installing mlpack</a></li>
+      <li><a href="#simple-quickstart-example">Simple quickstart example</a></li>
+      <li><a href="#using-mlpack-for-movie-recommendations">Using mlpack for movie recommendations</a></li>
+      <li><a href="#next-steps-with-mlpack">Next steps with mlpack</a></li>
+    </ul>
+  </li>
+</ul>
+</div>
diff --git a/doc/quickstart/python.sidebar.html b/doc/quickstart/python.sidebar.html
new file mode 100644
index 0000000000..90594f64fa
--- /dev/null
+++ b/doc/quickstart/python.sidebar.html
@@ -0,0 +1,47 @@
+<!-- This sidebar is manually maintained so that it uses the same links as the
+     binding documentation.  The top part (before the page_title ul/li) is
+     extracted from the sidebar.html files generated by the 'make markdown'
+     target. -->
+
+<div id="sidebar">
+<ul>
+<li><a href="LINKROOTindex.html"><b>Docs Index</b></a>
+<ul>
+<li><a href="LINKROOTindex.html#mlpack-basics">Basics</a></li>
+<li><a href="LINKROOTcitation.html">Citation</a></li>
+<li><details open="true"><summary>Quickstarts</summary>
+<ul>
+<li><a href="LINKROOTquickstart/cpp.html">C++</a></li>
+<li><a href="LINKROOTquickstart/cli.html">CLI</a></li>
+<li><a href="LINKROOTquickstart/python.html">Python</a></li>
+<li><a href="LINKROOTquickstart/julia.html">Julia</a></li>
+<li><a href="LINKROOTquickstart/go.html">Go</a></li>
+<li><a href="LINKROOTquickstart/r.html">R</a></li>
+</ul></details></li>
+<li><details open="true"><summary>Documentation</summary>
+<ul>
+<li><a href="LINKROOTindex.html">C++</a></li>
+<li><a href="LINKROOTuser/bindings/cli.html">CLI binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/python.html">Python binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/julia.html">Julia binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/go.html">Go binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/r.html">R binding docs</a></li>
+</ul></details></li>
+</ul>
+</ul>
+
+<ul>
+  <li class="page_title">
+    <b>mlpack in Python quickstart guide</b>
+    <a href="#">[top]</a>
+    <ul>
+      <!-- These are manually extracted and should be checked every time the
+           quickstart is updated. -->
+      <li><a href="#installing-mlpack">Installing mlpack</a></li>
+      <li><a href="#simple-quickstart-example">Simple quickstart example</a></li>
+      <li><a href="#using-mlpack-for-movie-recommendations">Using mlpack for movie recommendations</a></li>
+      <li><a href="#next-steps-with-mlpack">Next steps with mlpack</a></li>
+    </ul>
+  </li>
+</ul>
+</div>
diff --git a/doc/quickstart/r.sidebar.html b/doc/quickstart/r.sidebar.html
new file mode 100644
index 0000000000..9aaaddd117
--- /dev/null
+++ b/doc/quickstart/r.sidebar.html
@@ -0,0 +1,47 @@
+<!-- This sidebar is manually maintained so that it uses the same links as the
+     binding documentation.  The top part (before the page_title ul/li) is
+     extracted from the sidebar.html files generated by the 'make markdown'
+     target. -->
+
+<div id="sidebar">
+<ul>
+<li><a href="LINKROOTindex.html"><b>Docs Index</b></a>
+<ul>
+<li><a href="LINKROOTindex.html#mlpack-basics">Basics</a></li>
+<li><a href="LINKROOTcitation.html">Citation</a></li>
+<li><details open="true"><summary>Quickstarts</summary>
+<ul>
+<li><a href="LINKROOTquickstart/cpp.html">C++</a></li>
+<li><a href="LINKROOTquickstart/cli.html">CLI</a></li>
+<li><a href="LINKROOTquickstart/python.html">Python</a></li>
+<li><a href="LINKROOTquickstart/julia.html">Julia</a></li>
+<li><a href="LINKROOTquickstart/go.html">Go</a></li>
+<li><a href="LINKROOTquickstart/r.html">R</a></li>
+</ul></details></li>
+<li><details open="true"><summary>Documentation</summary>
+<ul>
+<li><a href="LINKROOTindex.html">C++</a></li>
+<li><a href="LINKROOTuser/bindings/cli.html">CLI binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/python.html">Python binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/julia.html">Julia binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/go.html">Go binding docs</a></li>
+<li><a href="LINKROOTuser/bindings/r.html">R binding docs</a></li>
+</ul></details></li>
+</ul>
+</ul>
+
+<ul>
+  <li class="page_title">
+    <b>mlpack in R quickstart guide</b>
+    <a href="#">[top]</a>
+    <ul>
+      <!-- These are manually extracted and should be checked every time the
+           quickstart is updated. -->
+      <li><a href="#installing-mlpack">Installing mlpack</a></li>
+      <li><a href="#simple-quickstart-example">Simple quickstart example</a></li>
+      <li><a href="#using-mlpack-for-movie-recommendations">Using mlpack for movie recommendations</a></li>
+      <li><a href="#next-steps-with-mlpack">Next steps with mlpack</a></li>
+    </ul>
+  </li>
+</ul>
+</div>
diff --git a/doc/user/bindings/cli.sidebar.html b/doc/user/bindings/cli.sidebar.html
index dc0568e402..f2a5b99fb4 100644
--- a/doc/user/bindings/cli.sidebar.html
+++ b/doc/user/bindings/cli.sidebar.html
@@ -25,8 +25,12 @@
 </ul>
 </ul>
 <ul>
+<li class="page_title">
+<b>mlpack CLI binding documentation</b>
+<a href="#">[top]</a>
+<ul>
 <li><a href="#mlpack-overview">Overview</a></li>
-<li><a href="../../quickstart/cli.html">CLI Quickstart</a></li>
+<li><a href="LINKROOTquickstart/cli.html">CLI Quickstart</a></li>
 <li><a href="#data-formats">Data Formats</a></li>
 <li><details><summary>Classification</summary>
 <ul>
@@ -118,5 +122,7 @@
 </details>
 </li>
 
+</ul>
+</li>
 </ul>
 </div>
diff --git a/doc/user/bindings/go.sidebar.html b/doc/user/bindings/go.sidebar.html
index 28fbe18ca6..1547152581 100644
--- a/doc/user/bindings/go.sidebar.html
+++ b/doc/user/bindings/go.sidebar.html
@@ -25,8 +25,12 @@
 </ul>
 </ul>
 <ul>
+<li class="page_title">
+<b>mlpack Go binding documentation</b>
+<a href="#">[top]</a>
+<ul>
 <li><a href="#mlpack-overview">Overview</a></li>
-<li><a href="../../quickstart/go.html">Go Quickstart</a></li>
+<li><a href="LINKROOTquickstart/go.html">Go Quickstart</a></li>
 <li><a href="#data-formats">Data Formats</a></li>
 <li><details><summary>Classification</summary>
 <ul>
@@ -116,5 +120,7 @@
 </details>
 </li>
 
+</ul>
+</li>
 </ul>
 </div>
diff --git a/doc/user/bindings/julia.sidebar.html b/doc/user/bindings/julia.sidebar.html
index d63cbc8502..0b9b6633d0 100644
--- a/doc/user/bindings/julia.sidebar.html
+++ b/doc/user/bindings/julia.sidebar.html
@@ -25,8 +25,12 @@
 </ul>
 </ul>
 <ul>
+<li class="page_title">
+<b>mlpack Julia binding documentation</b>
+<a href="#">[top]</a>
+<ul>
 <li><a href="#mlpack-overview">Overview</a></li>
-<li><a href="../../quickstart/julia.html">Julia Quickstart</a></li>
+<li><a href="LINKROOTquickstart/julia.html">Julia Quickstart</a></li>
 <li><a href="#data-formats">Data Formats</a></li>
 <li><details><summary>Classification</summary>
 <ul>
@@ -116,5 +120,7 @@
 </details>
 </li>
 
+</ul>
+</li>
 </ul>
 </div>
diff --git a/doc/user/bindings/python.sidebar.html b/doc/user/bindings/python.sidebar.html
index 1495502652..0eac034855 100644
--- a/doc/user/bindings/python.sidebar.html
+++ b/doc/user/bindings/python.sidebar.html
@@ -25,8 +25,12 @@
 </ul>
 </ul>
 <ul>
+<li class="page_title">
+<b>mlpack Python binding documentation</b>
+<a href="#">[top]</a>
+<ul>
 <li><a href="#mlpack-overview">Overview</a></li>
-<li><a href="../../quickstart/python.html">Python Quickstart</a></li>
+<li><a href="LINKROOTquickstart/python.html">Python Quickstart</a></li>
 <li><a href="#data-formats">Data Formats</a></li>
 <li><details><summary>Classification</summary>
 <ul>
@@ -116,5 +120,7 @@
 </details>
 </li>
 
+</ul>
+</li>
 </ul>
 </div>
diff --git a/doc/user/bindings/r.sidebar.html b/doc/user/bindings/r.sidebar.html
index 179e150928..d318525a7a 100644
--- a/doc/user/bindings/r.sidebar.html
+++ b/doc/user/bindings/r.sidebar.html
@@ -25,8 +25,12 @@
 </ul>
 </ul>
 <ul>
+<li class="page_title">
+<b>mlpack R binding documentation</b>
+<a href="#">[top]</a>
+<ul>
 <li><a href="#mlpack-overview">Overview</a></li>
-<li><a href="../../quickstart/r.html">R Quickstart</a></li>
+<li><a href="LINKROOTquickstart/r.html">R Quickstart</a></li>
 <li><a href="#data-formats">Data Formats</a></li>
 <li><details><summary>Classification</summary>
 <ul>
@@ -116,5 +120,7 @@
 </details>
 </li>
 
+</ul>
+</li>
 </ul>
 </div>
diff --git a/src/mlpack/bindings/markdown/generate_markdown.cpp.in b/src/mlpack/bindings/markdown/generate_markdown.cpp.in
index f104a111df..296ecaa671 100644
--- a/src/mlpack/bindings/markdown/generate_markdown.cpp.in
+++ b/src/mlpack/bindings/markdown/generate_markdown.cpp.in
@@ -93,6 +93,11 @@ int main(int argc, char** argv)
     cout << "</ul>" << endl;
     cout << "</ul>" << endl;
 
+    cout << "<ul>" << endl;
+    cout << "<li class=\"page_title\">" << endl;
+    cout << "<b>mlpack " << PrintLanguage(BindingInfo::Language())
+        << " binding documentation</b>" << endl;
+    cout << "<a href=\"#\">[top]</a>" << endl;
     cout << "<ul>" << endl;
 
     // The links to the data type sections get put here.
@@ -104,6 +109,8 @@ int main(int argc, char** argv)
 
     ${MARKDOWN_HEADER_CODE}
 
+    cout << "</ul>" << endl;
+    cout << "</li>" << endl;
     cout << "</ul>" << endl;
     cout << "</div>" << endl;
   }