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@ -92,7 +92,7 @@ Contributing & Help
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<a class="edit-page" href="https://github.com/MikeInnes/Flux.jl/tree/d86226cfaa6a3219ba239a26ffd8dde41b350d8c/docs/src/contributing.md">
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<a class="toctext" href="basics.html">
Basics
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<ul class="internal"></ul>
<ul class="internal">
<li>
<a class="toctext" href="#Installation-1">
Installation
</a>
</li>
<li>
<a class="toctext" href="#The-Model-1">
The Model
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<li>
<a class="toctext" href="#An-MNIST-Example-1">
An MNIST Example
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@ -95,7 +111,7 @@ Basics
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@ -109,11 +125,45 @@ Basics
Basic Usage
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</h1>
<h2>
<a class="nav-anchor" id="Installation-1" href="#Installation-1">
Installation
</a>
</h2>
<pre><code class="language-julia">Pkg.clone(&quot;https://github.com/MikeInnes/DataFlow.jl&quot;)
Pkg.clone(&quot;https://github.com/MikeInnes/Flux.jl&quot;)</code></pre>
<h2>
<a class="nav-anchor" id="The-Model-1" href="#The-Model-1">
The Model
</a>
</h2>
<p>
<em>
Charging Ion Capacitors
Charging Ion Capacitors...
</em>
</p>
<p>
The core concept in Flux is that of the
<em>
model
</em>
. A model is simply a function with parameters. In Julia, we might define the following function:
</p>
<pre><code class="language-julia">W = randn(3,5)
b = randn(3)
affine(x) = W*x + b
x1 = randn(5)
affine(x1)
&gt; 3-element Array{Float64,1}:
-0.0215644
-4.07343
0.312591</code></pre>
<h2>
<a class="nav-anchor" id="An-MNIST-Example-1" href="#An-MNIST-Example-1">
An MNIST Example
</a>
</h2>
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@ -29,7 +29,31 @@ var documenterSearchIndex = {"docs": [
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