diff --git a/latest/contributing.html b/latest/contributing.html
index a91c814f..74bddff2 100644
--- a/latest/contributing.html
+++ b/latest/contributing.html
@@ -47,29 +47,29 @@ Version
 Home
           </a>
         </li>
+        <li>
+          <a class="toctext" href="manual/basics.html">
+First Steps
+          </a>
+        </li>
+        <li>
+          <a class="toctext" href="manual/recurrent.html">
+Recurrence
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+        </li>
+        <li>
+          <a class="toctext" href="manual/debugging.html">
+Debugging
+          </a>
+        </li>
         <li>
           <span class="toctext">
-Getting Started
+In Action
           </span>
           <ul>
             <li>
-              <a class="toctext" href="manual/basics.html">
-Basics
-              </a>
-            </li>
-            <li>
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-Custom Layers
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-              <a class="toctext" href="manual/recurrent.html">
-Recurrence
-              </a>
-            </li>
-            <li>
-              <a class="toctext" href="manual/debugging.html">
-Debugging
+              <a class="toctext" href="examples/logreg.html">
+Logistic Regression
               </a>
             </li>
           </ul>
@@ -80,6 +80,11 @@ Contributing &amp; Help
           </a>
           <ul class="internal"></ul>
         </li>
+        <li>
+          <a class="toctext" href="internals.html">
+Internals
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       </ul>
     </nav>
     <article id="docs">
@@ -92,7 +97,7 @@ Contributing &amp; Help
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/2e7971fb6d95f58de7b656acddb7ffade4b2ed16/docs/src/contributing.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/a146c478f3f39fd990ce94ce4a55ac0974a9f5b1/docs/src/contributing.md">
             <span class="fa">
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@@ -111,12 +116,20 @@ Contributing
       </p>
       <footer>
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-        <a class="previous" href="manual/debugging.html">
+        <a class="previous" href="examples/logreg.html">
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+        <a class="next" href="internals.html">
+          <span class="direction">
+Next
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+          <span class="title">
+Internals
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diff --git a/latest/manual/custom.html b/latest/examples/logreg.html
similarity index 76%
rename from latest/manual/custom.html
rename to latest/examples/logreg.html
index 69d4caec..9424772f 100644
--- a/latest/manual/custom.html
+++ b/latest/examples/logreg.html
@@ -4,7 +4,7 @@
     <meta charset="UTF-8"/>
     <meta name="viewport" content="width=device-width, initial-scale=1.0"/>
     <title>
-Custom Layers · Flux
+Logistic Regression · Flux
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@@ -47,32 +47,32 @@ Version
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         </li>
+        <li>
+          <a class="toctext" href="../manual/basics.html">
+First Steps
+          </a>
+        </li>
+        <li>
+          <a class="toctext" href="../manual/recurrent.html">
+Recurrence
+          </a>
+        </li>
+        <li>
+          <a class="toctext" href="../manual/debugging.html">
+Debugging
+          </a>
+        </li>
         <li>
           <span class="toctext">
-Getting Started
+In Action
           </span>
           <ul>
-            <li>
-              <a class="toctext" href="basics.html">
-Basics
-              </a>
-            </li>
             <li class="current">
-              <a class="toctext" href="custom.html">
-Custom Layers
+              <a class="toctext" href="logreg.html">
+Logistic Regression
               </a>
               <ul class="internal"></ul>
             </li>
-            <li>
-              <a class="toctext" href="recurrent.html">
-Recurrence
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         </li>
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@@ -80,6 +80,11 @@ Debugging
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           </a>
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+        <li>
+          <a class="toctext" href="../internals.html">
+Internals
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+        </li>
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     </nav>
     <article id="docs">
@@ -87,15 +92,15 @@ Contributing &amp; Help
         <nav>
           <ul>
             <li>
-Getting Started
+In Action
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             <li>
-              <a href="custom.html">
-Custom Layers
+              <a href="logreg.html">
+Logistic Regression
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/2e7971fb6d95f58de7b656acddb7ffade4b2ed16/docs/src/manual/custom.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/a146c478f3f39fd990ce94ce4a55ac0974a9f5b1/docs/src/examples/logreg.md">
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@@ -105,8 +110,8 @@ Custom Layers
         <hr/>
       </header>
       <h1>
-        <a class="nav-anchor" id="Custom-Layers-1" href="#Custom-Layers-1">
-Custom Layers
+        <a class="nav-anchor" id="Logistic-Regression-with-MNIST-1" href="#Logistic-Regression-with-MNIST-1">
+Logistic Regression with MNIST
         </a>
       </h1>
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@@ -114,20 +119,20 @@ Custom Layers
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-        <a class="previous" href="basics.html">
+        <a class="previous" href="../manual/debugging.html">
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+        <a class="next" href="../contributing.html">
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+Contributing &amp; Help
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diff --git a/latest/index.html b/latest/index.html
index 96a12edc..786be3fa 100644
--- a/latest/index.html
+++ b/latest/index.html
@@ -48,29 +48,29 @@ Home
           </a>
           <ul class="internal"></ul>
         </li>
+        <li>
+          <a class="toctext" href="manual/basics.html">
+First Steps
+          </a>
+        </li>
+        <li>
+          <a class="toctext" href="manual/recurrent.html">
+Recurrence
+          </a>
+        </li>
+        <li>
+          <a class="toctext" href="manual/debugging.html">
+Debugging
+          </a>
+        </li>
         <li>
           <span class="toctext">
-Getting Started
+In Action
           </span>
           <ul>
             <li>
-              <a class="toctext" href="manual/basics.html">
-Basics
-              </a>
-            </li>
-            <li>
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-Custom Layers
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-Recurrence
-              </a>
-            </li>
-            <li>
-              <a class="toctext" href="manual/debugging.html">
-Debugging
+              <a class="toctext" href="examples/logreg.html">
+Logistic Regression
               </a>
             </li>
           </ul>
@@ -80,6 +80,11 @@ Debugging
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           </a>
         </li>
+        <li>
+          <a class="toctext" href="internals.html">
+Internals
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+        </li>
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     </nav>
     <article id="docs">
@@ -92,7 +97,7 @@ Home
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           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/2e7971fb6d95f58de7b656acddb7ffade4b2ed16/docs/src/index.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/a146c478f3f39fd990ce94ce4a55ac0974a9f5b1/docs/src/index.md">
             <span class="fa">
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@@ -113,7 +118,7 @@ Flux is a high-level interface for machine learning, implemented in Julia.
 Flux aims to be an intuitive and powerful notation, close to the mathematics, that provides advanced features like auto-unrolling and closures. Simple models are trivial, while the most complex architectures are tractable, taking orders of magnitude less code than in other frameworks. Meanwhile, the Flux compiler provides excellent error messages and tools for debugging when things go wrong.
       </p>
       <p>
-So what&#39;s the catch? Flux is at an early &quot;working prototype&quot; stage; many things work but the API is still in a state of... well, it might change.
+So what&#39;s the catch? Flux is at an early &quot;working prototype&quot; stage; many things work but the API is still in a state of... well, it might change. Also, this documentation is pretty incomplete.
       </p>
       <p>
 If you&#39;re interested to find out what 
@@ -129,7 +134,7 @@ does
 Next
           </span>
           <span class="title">
-Basics
+First Steps
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diff --git a/latest/internals.html b/latest/internals.html
new file mode 100644
index 00000000..dc94a649
--- /dev/null
+++ b/latest/internals.html
@@ -0,0 +1,130 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8"/>
+    <meta name="viewport" content="width=device-width, initial-scale=1.0"/>
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+Internals · Flux
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+    <link href="../flux.css" rel="stylesheet" type="text/css"/>
+  </head>
+  <body>
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+      <h1>
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+      <form class="search" action="search.html">
+        <select id="version-selector" onChange="window.location.href=this.value">
+          <option value="#" selected="selected" disabled="disabled">
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+        <input id="search-query" name="q" type="text" placeholder="Search docs"/>
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+Recurrence
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+        <li>
+          <a class="toctext" href="manual/debugging.html">
+Debugging
+          </a>
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+        <li>
+          <span class="toctext">
+In Action
+          </span>
+          <ul>
+            <li>
+              <a class="toctext" href="examples/logreg.html">
+Logistic Regression
+              </a>
+            </li>
+          </ul>
+        </li>
+        <li>
+          <a class="toctext" href="contributing.html">
+Contributing &amp; Help
+          </a>
+        </li>
+        <li class="current">
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+Internals
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+          <ul class="internal"></ul>
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+      <header>
+        <nav>
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+              <a href="internals.html">
+Internals
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+          </ul>
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/a146c478f3f39fd990ce94ce4a55ac0974a9f5b1/docs/src/internals.md">
+            <span class="fa">
+
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+ Edit on GitHub
+          </a>
+        </nav>
+        <hr/>
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+      <h1>
+        <a class="nav-anchor" id="Internals-1" href="#Internals-1">
+Internals
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+      </h1>
+      <p>
+[WIP]
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+      <footer>
+        <hr/>
+        <a class="previous" href="contributing.html">
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diff --git a/latest/manual/basics.html b/latest/manual/basics.html
index 3435b7f6..da09dc22 100644
--- a/latest/manual/basics.html
+++ b/latest/manual/basics.html
@@ -4,7 +4,7 @@
     <meta charset="UTF-8"/>
     <meta name="viewport" content="width=device-width, initial-scale=1.0"/>
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+First Steps · Flux
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@@ -47,46 +47,46 @@ Version
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+        <li class="current">
+          <a class="toctext" href="basics.html">
+First Steps
+          </a>
+          <ul class="internal">
+            <li>
+              <a class="toctext" href="#Installation-1">
+Installation
+              </a>
+            </li>
+            <li>
+              <a class="toctext" href="#The-Model-1">
+The Model
+              </a>
+            </li>
+            <li>
+              <a class="toctext" href="#An-MNIST-Example-1">
+An MNIST Example
+              </a>
+            </li>
+          </ul>
+        </li>
+        <li>
+          <a class="toctext" href="recurrent.html">
+Recurrence
+          </a>
+        </li>
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+          <a class="toctext" href="debugging.html">
+Debugging
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+        </li>
         <li>
           <span class="toctext">
-Getting Started
+In Action
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           <ul>
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-              <a class="toctext" href="basics.html">
-Basics
-              </a>
-              <ul class="internal">
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-Installation
-                  </a>
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-                <li>
-                  <a class="toctext" href="#The-Model-1">
-The Model
-                  </a>
-                </li>
-                <li>
-                  <a class="toctext" href="#An-MNIST-Example-1">
-An MNIST Example
-                  </a>
-                </li>
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             <li>
-              <a class="toctext" href="custom.html">
-Custom Layers
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-Recurrence
-              </a>
-            </li>
-            <li>
-              <a class="toctext" href="debugging.html">
-Debugging
+              <a class="toctext" href="../examples/logreg.html">
+Logistic Regression
               </a>
             </li>
           </ul>
@@ -96,6 +96,11 @@ Debugging
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           </a>
         </li>
+        <li>
+          <a class="toctext" href="../internals.html">
+Internals
+          </a>
+        </li>
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     </nav>
     <article id="docs">
@@ -103,15 +108,12 @@ Contributing &amp; Help
         <nav>
           <ul>
             <li>
-Getting Started
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+First Steps
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           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/2e7971fb6d95f58de7b656acddb7ffade4b2ed16/docs/src/manual/basics.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/a146c478f3f39fd990ce94ce4a55ac0974a9f5b1/docs/src/manual/basics.md">
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@@ -174,12 +176,12 @@ Previous
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+        <a class="next" href="recurrent.html">
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+Recurrence
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diff --git a/latest/manual/debugging.html b/latest/manual/debugging.html
index 27ebf9ed..143ea473 100644
--- a/latest/manual/debugging.html
+++ b/latest/manual/debugging.html
@@ -47,32 +47,32 @@ Version
 Home
           </a>
         </li>
+        <li>
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+First Steps
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+          <a class="toctext" href="recurrent.html">
+Recurrence
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+        </li>
+        <li class="current">
+          <a class="toctext" href="debugging.html">
+Debugging
+          </a>
+          <ul class="internal"></ul>
+        </li>
         <li>
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-Getting Started
+In Action
           </span>
           <ul>
             <li>
-              <a class="toctext" href="basics.html">
-Basics
+              <a class="toctext" href="../examples/logreg.html">
+Logistic Regression
               </a>
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-            <li>
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-Custom Layers
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-Recurrence
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-Debugging
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@@ -80,6 +80,11 @@ Debugging
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+Internals
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@@ -87,15 +92,12 @@ Contributing &amp; Help
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+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/a146c478f3f39fd990ce94ce4a55ac0974a9f5b1/docs/src/manual/debugging.md">
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@@ -122,12 +124,12 @@ Previous
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diff --git a/latest/manual/recurrent.html b/latest/manual/recurrent.html
index 0209ffe3..3f1e46cb 100644
--- a/latest/manual/recurrent.html
+++ b/latest/manual/recurrent.html
@@ -47,30 +47,30 @@ Version
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+First Steps
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+        </li>
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-Debugging
+              <a class="toctext" href="../examples/logreg.html">
+Logistic Regression
               </a>
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           </ul>
@@ -80,6 +80,11 @@ Debugging
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@@ -87,15 +92,12 @@ Contributing &amp; Help
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               <a href="recurrent.html">
 Recurrence
               </a>
             </li>
           </ul>
-          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/2e7971fb6d95f58de7b656acddb7ffade4b2ed16/docs/src/manual/recurrent.md">
+          <a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/a146c478f3f39fd990ce94ce4a55ac0974a9f5b1/docs/src/manual/recurrent.md">
             <span class="fa">
 
             </span>
@@ -114,12 +116,12 @@ Recurrent Models
       </p>
       <footer>
         <hr/>
-        <a class="previous" href="custom.html">
+        <a class="previous" href="basics.html">
           <span class="direction">
 Previous
           </span>
           <span class="title">
-Custom Layers
+First Steps
           </span>
         </a>
         <a class="next" href="debugging.html">
diff --git a/latest/search.html b/latest/search.html
index b8e9a2ad..63be5398 100644
--- a/latest/search.html
+++ b/latest/search.html
@@ -47,29 +47,29 @@ Version
 Home
           </a>
         </li>
+        <li>
+          <a class="toctext" href="manual/basics.html">
+First Steps
+          </a>
+        </li>
+        <li>
+          <a class="toctext" href="manual/recurrent.html">
+Recurrence
+          </a>
+        </li>
+        <li>
+          <a class="toctext" href="manual/debugging.html">
+Debugging
+          </a>
+        </li>
         <li>
           <span class="toctext">
-Getting Started
+In Action
           </span>
           <ul>
             <li>
-              <a class="toctext" href="manual/basics.html">
-Basics
-              </a>
-            </li>
-            <li>
-              <a class="toctext" href="manual/custom.html">
-Custom Layers
-              </a>
-            </li>
-            <li>
-              <a class="toctext" href="manual/recurrent.html">
-Recurrence
-              </a>
-            </li>
-            <li>
-              <a class="toctext" href="manual/debugging.html">
-Debugging
+              <a class="toctext" href="examples/logreg.html">
+Logistic Regression
               </a>
             </li>
           </ul>
@@ -79,6 +79,11 @@ Debugging
 Contributing &amp; Help
           </a>
         </li>
+        <li>
+          <a class="toctext" href="internals.html">
+Internals
+          </a>
+        </li>
       </ul>
     </nav>
     <article>
diff --git a/latest/search_index.js b/latest/search_index.js
index c17ff2f8..dcaf15d4 100644
--- a/latest/search_index.js
+++ b/latest/search_index.js
@@ -13,20 +13,20 @@ var documenterSearchIndex = {"docs": [
     "page": "Home",
     "title": "Flux",
     "category": "section",
-    "text": "Flux is a high-level interface for machine learning, implemented in Julia.Flux aims to be an intuitive and powerful notation, close to the mathematics, that provides advanced features like auto-unrolling and closures. Simple models are trivial, while the most complex architectures are tractable, taking orders of magnitude less code than in other frameworks. Meanwhile, the Flux compiler provides excellent error messages and tools for debugging when things go wrong.So what's the catch? Flux is at an early \"working prototype\" stage; many things work but the API is still in a state of... well, it might change.If you're interested to find out what does work, read on!"
+    "text": "Flux is a high-level interface for machine learning, implemented in Julia.Flux aims to be an intuitive and powerful notation, close to the mathematics, that provides advanced features like auto-unrolling and closures. Simple models are trivial, while the most complex architectures are tractable, taking orders of magnitude less code than in other frameworks. Meanwhile, the Flux compiler provides excellent error messages and tools for debugging when things go wrong.So what's the catch? Flux is at an early \"working prototype\" stage; many things work but the API is still in a state of... well, it might change. Also, this documentation is pretty incomplete.If you're interested to find out what does work, read on!"
 },
 
 {
     "location": "manual/basics.html#",
-    "page": "Basics",
-    "title": "Basics",
+    "page": "First Steps",
+    "title": "First Steps",
     "category": "page",
     "text": ""
 },
 
 {
     "location": "manual/basics.html#Basic-Usage-1",
-    "page": "Basics",
+    "page": "First Steps",
     "title": "Basic Usage",
     "category": "section",
     "text": ""
@@ -34,7 +34,7 @@ var documenterSearchIndex = {"docs": [
 
 {
     "location": "manual/basics.html#Installation-1",
-    "page": "Basics",
+    "page": "First Steps",
     "title": "Installation",
     "category": "section",
     "text": "Pkg.clone(\"https://github.com/MikeInnes/DataFlow.jl\")\nPkg.clone(\"https://github.com/MikeInnes/Flux.jl\")"
@@ -42,7 +42,7 @@ var documenterSearchIndex = {"docs": [
 
 {
     "location": "manual/basics.html#The-Model-1",
-    "page": "Basics",
+    "page": "First Steps",
     "title": "The Model",
     "category": "section",
     "text": "Charging Ion Capacitors...The core concept in Flux is that of the model. A model is simply a function with parameters. In Julia, we might define the following function:W = randn(3,5)\nb = randn(3)\naffine(x) = W*x + b\n\nx1 = randn(5)\naffine(x1)\n> 3-element Array{Float64,1}:\n   -0.0215644\n   -4.07343  \n    0.312591"
@@ -50,28 +50,12 @@ var documenterSearchIndex = {"docs": [
 
 {
     "location": "manual/basics.html#An-MNIST-Example-1",
-    "page": "Basics",
+    "page": "First Steps",
     "title": "An MNIST Example",
     "category": "section",
     "text": ""
 },
 
-{
-    "location": "manual/custom.html#",
-    "page": "Custom Layers",
-    "title": "Custom Layers",
-    "category": "page",
-    "text": ""
-},
-
-{
-    "location": "manual/custom.html#Custom-Layers-1",
-    "page": "Custom Layers",
-    "title": "Custom Layers",
-    "category": "section",
-    "text": "[WIP]"
-},
-
 {
     "location": "manual/recurrent.html#",
     "page": "Recurrence",
@@ -104,6 +88,22 @@ var documenterSearchIndex = {"docs": [
     "text": "[WIP]"
 },
 
+{
+    "location": "examples/logreg.html#",
+    "page": "Logistic Regression",
+    "title": "Logistic Regression",
+    "category": "page",
+    "text": ""
+},
+
+{
+    "location": "examples/logreg.html#Logistic-Regression-with-MNIST-1",
+    "page": "Logistic Regression",
+    "title": "Logistic Regression with MNIST",
+    "category": "section",
+    "text": "[WIP]"
+},
+
 {
     "location": "contributing.html#",
     "page": "Contributing & Help",
@@ -120,4 +120,20 @@ var documenterSearchIndex = {"docs": [
     "text": "[WIP]"
 },
 
+{
+    "location": "internals.html#",
+    "page": "Internals",
+    "title": "Internals",
+    "category": "page",
+    "text": ""
+},
+
+{
+    "location": "internals.html#Internals-1",
+    "page": "Internals",
+    "title": "Internals",
+    "category": "section",
+    "text": "[WIP]"
+},
+
 ]}