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notebooks/L12/1_hydrodynamics.ipynb
notebooks/L12/2_reinforcement_learning.ipynb

.. toctree::
:maxdepth: 2
:caption: Lecture 13:

notebooks/L13/1_deep_learning.ipynb
notebooks/L13/2_deep_learning_keras.ipynb
notebooks/L14/1_CNN.ipynb

Indices and tables
==================

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<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
Expand Down Expand Up @@ -350,7 +356,7 @@ <h1>Assignment Rules<a class="headerlink" href="#assignment-rules" title="Permal

<a href="https://github.com/pradyunsg/furo">Furo</a>
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Last updated on Jun 17, 2024</div>
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<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
Expand Down Expand Up @@ -408,7 +414,7 @@ <h2>Quantum Mechanics<a class="headerlink" href="#quantum-mechanics" title="Perm

<a href="https://github.com/pradyunsg/furo">Furo</a>
<div class="last-updated">
Last updated on Jun 17, 2024</div>
Last updated on Jun 24, 2024</div>
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<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
Expand Down Expand Up @@ -348,7 +354,7 @@ <h1>Instructor<a class="headerlink" href="#instructor" title="Permalink to this

<a href="https://github.com/pradyunsg/furo">Furo</a>
<div class="last-updated">
Last updated on Jun 17, 2024</div>
Last updated on Jun 24, 2024</div>
</div>
<div class="right-details">

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<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
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<a href="https://github.com/pradyunsg/furo">Furo</a>
<div class="last-updated">
Last updated on Jun 17, 2024</div>
Last updated on Jun 24, 2024</div>
</div>
<div class="right-details">

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<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
Expand Down Expand Up @@ -344,7 +350,7 @@ <h1>Course Schedule<a class="headerlink" href="#course-schedule" title="Permalin

<a href="https://github.com/pradyunsg/furo">Furo</a>
<div class="last-updated">
Last updated on Jun 17, 2024</div>
Last updated on Jun 24, 2024</div>
</div>
<div class="right-details">

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<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
Expand Down Expand Up @@ -363,7 +369,7 @@ <h1>This Website<a class="headerlink" href="#this-website" title="Permalink to t

<a href="https://github.com/pradyunsg/furo">Furo</a>
<div class="last-updated">
Last updated on Jun 17, 2024</div>
Last updated on Jun 24, 2024</div>
</div>
<div class="right-details">

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<li class="toctree-l1"><a class="reference internal" href="notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
</div>
Expand Down Expand Up @@ -318,7 +325,7 @@ <h1 id="index">Index</h1>

<a href="https://github.com/pradyunsg/furo">Furo</a>
<div class="last-updated">
Last updated on Jun 18, 2024</div>
Last updated on Jun 24, 2024</div>
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<div class="right-details">

Expand All @@ -338,5 +345,6 @@ <h1 id="index">Index</h1>
<script src="_static/sphinx_highlight.js"></script>
<script src="_static/scripts/furo.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
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<li class="toctree-l1"><a class="reference internal" href="notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
</div>
Expand Down Expand Up @@ -817,7 +824,7 @@ <h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Pe

<a href="https://github.com/pradyunsg/furo">Furo</a>
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Last updated on Jun 18, 2024</div>
Last updated on Jun 24, 2024</div>
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Expand Down Expand Up @@ -856,5 +863,6 @@ <h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Pe
<script src="_static/sphinx_highlight.js"></script>
<script src="_static/scripts/furo.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
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<li class="toctree-l1"><a class="reference internal" href="notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L14/1_CNN.html">Convolutional Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a></li>
</ul>

</div>
</div>
Expand Down Expand Up @@ -721,6 +728,48 @@ <h1>Welcome to the Introduction to Computer-based Physical Modeling Course!<a cl
</li>
</ul>
</div>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L13/1_deep_learning.html">Neural Networks</a><ul>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/1_deep_learning.html#The-MNIST-Data-Set">The MNIST Data Set</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/1_deep_learning.html#A-Single-Neuron">A Single Neuron</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/1_deep_learning.html#Trainging-the-Network">Trainging the Network</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/1_deep_learning.html#Network-with-Hidden-Layers">Network with Hidden Layers</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/1_deep_learning.html#Multiclass-Network">Multiclass Network</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/1_deep_learning.html#Test-the-model">Test the model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a><ul>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html#MNIST-Data-Set-(Keras)">MNIST Data Set (Keras)</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html#Build-the-model">Build the model</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html#Compile-the-model">Compile the model</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html#Train-the-model">Train the model</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L13/2_deep_learning_keras.html#Testing-the-model">Testing the model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L14/1_CNN.html">Convolutional Neural Networks</a><ul>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Layout-of-a-CNN">Layout of a CNN</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Convolutional-Layer">Convolutional Layer</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#RELU-Activation">RELU Activation</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Pooling-Layer">Pooling Layer</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Output-Size">Output Size</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Flattening">Flattening</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Dropout">Dropout</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Fully-Connected-Layer">Fully Connected Layer</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/L14/1_CNN.html#Example-CNN-with-Keras">Example CNN with Keras</a><ul>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Prepare-the-data">Prepare the data</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Build-the-network">Build the network</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Train-the-network">Train the network</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Evaluate-the-trained-network">Evaluate the trained network</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Evaluate-the-accuracy-of-your-visual-neural-network-;-)">Evaluate the accuracy of your visual neural network ;-)</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/L14/1_CNN.html#Where-to-go-from-here?">Where to go from here?</a></li>
</ul>
</li>
</ul>
</div>
</section>
<section id="indices-and-tables">
<h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this heading">#</a></h1>
Expand Down Expand Up @@ -756,7 +805,7 @@ <h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Pe

<a href="https://github.com/pradyunsg/furo">Furo</a>
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Last updated on Jun 18, 2024</div>
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<script src="_static/sphinx_highlight.js"></script>
<script src="_static/scripts/furo.js"></script>
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<ul>
<li class="toctree-l1"><a class="reference internal" href="../../notebooks/L12/1_hydrodynamics.html">Hydrodynamics</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../notebooks/L12/2_reinforcement_learning.html">Machine Learning and Neural Networks</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Lecture 13:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../../notebooks/L13/1_deep_learning.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../notebooks/L13/2_deep_learning_keras.html">Neural Network with Keras</a></li>
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<a href="https://github.com/pradyunsg/furo">Furo</a>
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Last updated on Jun 17, 2024</div>
Last updated on Jun 24, 2024</div>
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