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<article role="main">
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<section id="visualizing-neural-networks-with-manimml">
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<h1>Visualizing Neural Networks with ManimML<a class="headerlink" href="#visualizing-neural-networks-with-manimml" title="Permalink to this headline">#</a></h1>
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<p>This is a tutorial on how to make neural network architecture visualizations
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and animate common algorithms like the forward pass of a neural network.
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Neural networks are a ubiquitous class of machine learning techniques.
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One of the primary usecases for ManimML is for generating animations of neural network architectures.
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We have attempted to construct a simple API for defining neural network architectures
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that should feel native to anyone who has used popular deep learning libraries like Pytorch, Tensorflow, and Keras.
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User’s can define a sequence of layers and we prove a system for automatically generating various
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animations of concepts like a forward pass. We also allow the user to change the style of rendered
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architectures and algorithm animations.</p>
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<p>For this tutorial we assume that you have already followed the <a class="reference internal" href="getting_started.html"><span class="doc">Getting Started</span></a> tutorial.
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This tutorial goes over several simple topics:</p>
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<ol class="arabic simple">
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<li><p>Generating a simple feed forward neural network diagram</p></li>
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<li><p>Animating the forward pass of a feed forward neural network</p></li>
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<li><p>Generating a diagram of a convolutional neural network</p></li>
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<li><p>Modifying the default style of a neural network</p></li>
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</ol>
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<p>The topics of other tutorials will include:</p>
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<ol class="arabic simple">
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<li><p>Creating custom neural network layers</p></li>
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<li><p>Creating custom animations of neural networks</p></li>
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</ol>
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<section id="visualizing-a-feed-forward-neural-network">
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<h2>Visualizing a Feed Forward Neural Network<a class="headerlink" href="#visualizing-a-feed-forward-neural-network" title="Permalink to this headline">#</a></h2>
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</section>
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</section>
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Copyright © 2022, Alec Helbling
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Contents
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<ul>
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<li><a class="reference internal" href="#">Visualizing Neural Networks with ManimML</a><ul>
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<li><a class="reference internal" href="#visualizing-a-feed-forward-neural-network">Visualizing a Feed Forward Neural Network</a></li>
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