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     <title>Neural Networks Fundamentals</title>
 
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diff --git a/DeepIntro/01-Fundamentals/vis/opt2.html b/DeepIntro/01-Fundamentals/vis/opt2.html
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diff --git a/DeepIntro/02-WeightTying/index.html b/DeepIntro/02-WeightTying/index.html
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diff --git a/DeepIntro/03-GradientArch/index.html b/DeepIntro/03-GradientArch/index.html
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diff --git a/DeepIntro/04-AgumentedRNNs/index.html b/DeepIntro/04-AgumentedRNNs/index.html
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diff --git a/DeepIntro/05-BeyondSupervised/index.html b/DeepIntro/05-BeyondSupervised/index.html
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diff --git a/DeepIntro/06-Reinforcement/index.html b/DeepIntro/06-Reinforcement/index.html
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diff --git a/about.html b/about.html
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diff --git a/archive.html b/archive.html
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diff --git a/posts/2014-07-Conv-Nets-Modular/index.html b/posts/2014-07-Conv-Nets-Modular/index.html
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@@ -345,7 +345,7 @@ <h2 id="acknowledgments">Acknowledgments</h2>
     <script src="../../js/toc.js"></script>
 
 
-    <script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
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diff --git a/posts/2014-07-FFN-Graphs-Vis/index.html b/posts/2014-07-FFN-Graphs-Vis/index.html
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@@ -505,7 +505,7 @@ <h3 id="acknowledgments">Acknowledgments</h3>
     <script src="../../js/toc.js"></script>
 
 
-    <script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
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diff --git a/posts/2014-07-NLP-RNNs-Representations/index.html b/posts/2014-07-NLP-RNNs-Representations/index.html
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     <script src="../../js/toc.js"></script>
 
 
-    <script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
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diff --git a/posts/2014-07-Understanding-Convolutions/index.html b/posts/2014-07-Understanding-Convolutions/index.html
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     <script src="../../js/toc.js"></script>
 
 
-    <script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
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diff --git a/posts/2014-10-Visualizing-MNIST/index.html b/posts/2014-10-Visualizing-MNIST/index.html
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@@ -899,7 +899,7 @@ <h2 id="acknowledgements">Acknowledgements</h2>
     <script src="../../js/toc.js"></script>
 
 
-<script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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diff --git a/posts/2014-12-Groups-Convolution/index.html b/posts/2014-12-Groups-Convolution/index.html
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@@ -361,7 +361,7 @@ <h2 id="acknowledgements">Acknowledgements</h2>
     <script src="../../js/toc.js"></script>
 
 
-<script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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diff --git a/posts/2015-01-Visualizing-Representations/index.html b/posts/2015-01-Visualizing-Representations/index.html
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@@ -722,7 +722,7 @@ <h2 id="acknowledgements">Acknowledgements</h2>
     <script src="../../js/toc.js"></script>
 
 
-<script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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diff --git a/posts/2015-02-DataList-Illustrated/index.html b/posts/2015-02-DataList-Illustrated/index.html
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@@ -614,7 +614,7 @@ <h2>N/A</h2>
     <script src="../../js/toc.js"></script>
 
 
-<script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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index 9fc28f9..4779123 100644
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@@ -129,7 +129,7 @@ <h1>Nlp Posts</h1>
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diff --git a/posts/tags/category_theory.html b/posts/tags/category_theory.html
index 4a5e563..115ceaf 100644
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index e96b547..413d715 100644
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diff --git a/posts/tags/correspondence.html b/posts/tags/correspondence.html
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diff --git a/posts/tags/data_visualization.html b/posts/tags/data_visualization.html
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diff --git a/posts/tags/deep_learning.html b/posts/tags/deep_learning.html
index 097aec9..144adfe 100644
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@@ -138,7 +138,7 @@ <h1>Deep Learning Posts</h1>
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diff --git a/posts/tags/dynamic_neural_networks.html b/posts/tags/dynamic_neural_networks.html
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@@ -126,7 +126,7 @@ <h1>Dynamic Neural Networks Posts</h1>
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diff --git a/posts/tags/functional_programming.html b/posts/tags/functional_programming.html
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@@ -126,7 +126,7 @@ <h1>Functional Programming Posts</h1>
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diff --git a/posts/tags/graphs.html b/posts/tags/graphs.html
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@@ -129,7 +129,7 @@ <h1>Graphs Posts</h1>
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+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/group_theory.html b/posts/tags/group_theory.html
index 05e6af8..a6eedb4 100644
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@@ -126,7 +126,7 @@ <h1>Group Theory Posts</h1>
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-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/machine_learning.html b/posts/tags/machine_learning.html
index 6d861a6..719e2c4 100644
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@@ -129,7 +129,7 @@ <h1>Machine Learning Posts</h1>
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+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/manifold_hypothesis.html b/posts/tags/manifold_hypothesis.html
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@@ -129,7 +129,7 @@ <h1>Manifold Hypothesis Posts</h1>
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+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/math.html b/posts/tags/math.html
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@@ -132,7 +132,7 @@ <h1>Math Posts</h1>
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-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/modular_neural_networks.html b/posts/tags/modular_neural_networks.html
index 5f6bddb..992d8c8 100644
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@@ -129,7 +129,7 @@ <h1>Modular Neural Networks Posts</h1>
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-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/neural_networks.html b/posts/tags/neural_networks.html
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@@ -141,7 +141,7 @@ <h1>Neural Networks Posts</h1>
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-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/probability.html b/posts/tags/probability.html
index b4458da..455b6a0 100644
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@@ -129,7 +129,7 @@ <h1>Probability Posts</h1>
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-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/recursive_neural_networks.html b/posts/tags/recursive_neural_networks.html
index ca89d5f..9e6a40a 100644
--- a/posts/tags/recursive_neural_networks.html
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@@ -129,7 +129,7 @@ <h1>Recursive Neural Networks Posts</h1>
     <script src="../../js/toc.js"></script>
 
 
-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/representations.html b/posts/tags/representations.html
index 3b2c5f6..39be3a6 100644
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@@ -129,7 +129,7 @@ <h1>Representations Posts</h1>
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+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/topology.html b/posts/tags/topology.html
index 3a0cacf..7827ba9 100644
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@@ -129,7 +129,7 @@ <h1>Topology Posts</h1>
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+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/type_theory.html b/posts/tags/type_theory.html
index 7a59ff8..02b2773 100644
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@@ -126,7 +126,7 @@ <h1>Type Theory Posts</h1>
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-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/posts/tags/visualization.html b/posts/tags/visualization.html
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@@ -129,7 +129,7 @@ <h1>Visualization Posts</h1>
     <script src="../../js/toc.js"></script>
 
 
-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
     <noscript>Enable JavaScript for footnotes, Disqus comments, and other cool stuff.</noscript>
 
diff --git a/posts/tags/word_embeddings.html b/posts/tags/word_embeddings.html
index 707a7cc..00956b7 100644
--- a/posts/tags/word_embeddings.html
+++ b/posts/tags/word_embeddings.html
@@ -129,7 +129,7 @@ <h1>Word Embeddings Posts</h1>
     <script src="../../js/toc.js"></script>
 
 
-    <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
     <noscript>Enable JavaScript for footnotes, Disqus comments, and other cool stuff.</noscript>
 
diff --git a/posts/temp1/index.html b/posts/temp1/index.html
index 5c6d8c3..1b9cfad 100644
--- a/posts/temp1/index.html
+++ b/posts/temp1/index.html
@@ -35,7 +35,7 @@
         
         <link href="../../favicon.ico" rel="shortcut icon" />
 
-        <script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+        <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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diff --git a/vis/index.html b/vis/index.html
index 7ad093f..f77062d 100644
--- a/vis/index.html
+++ b/vis/index.html
@@ -36,7 +36,7 @@
         <link href="../../favicon.ico" rel="shortcut icon" />
 
         <!--<script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>-->
-        <script type="text/javascript" src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+        <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
 
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         .post{width:170px;min-height:175px;padding-left:5px;padding-right:5px;float:left;border-left:1px solid #CCC;background-color:white;}
