From 91de985709357732af2f6e650c3a6e69d62265f5 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Thu, 2 Nov 2017 23:30:51 +0100
Subject: [PATCH] Update on html files

---
 doc/Projects/2017/Project/ipynb               | Bin 213 -> 213 bytes
 doc/Projects/2017/Project/pdf/Project.pdf     | Bin 229164 -> 229164 bytes
 doc/pub/NeuralNet/html/._NeuralNet-bs000.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs001.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs002.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs003.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs004.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs005.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs006.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs007.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs008.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs009.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs010.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs011.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs012.html |  12 +-
 doc/pub/NeuralNet/html/._NeuralNet-bs013.html |  12 +-
 doc/pub/NeuralNet/html/NeuralNet-bs.html      |  12 +-
 doc/pub/NeuralNet/html/NeuralNet-reveal.html  |   5 +-
 .../NeuralNet/html/NeuralNet-solarized.html   |   6 +-
 doc/pub/NeuralNet/html/NeuralNet.html         |   4 +-
 doc/pub/NeuralNet/ipynb/NeuralNet.ipynb       | 467 +++++++++++++++++-
 .../ipynb/ipynb-NeuralNet-src.tar.gz          | Bin 213 -> 215 bytes
 .../pdf/NeuralNet-beamer-handouts2x3.pdf      | Bin 185704 -> 185697 bytes
 doc/pub/NeuralNet/pdf/NeuralNet-beamer.pdf    | Bin 184164 -> 184164 bytes
 doc/pub/NeuralNet/pdf/NeuralNet-minted.pdf    | Bin 252797 -> 252797 bytes
 .../Regression/html/._Regression-bs000.html   |   2 +-
 doc/pub/Regression/html/Regression-bs.html    |   2 +-
 .../Regression/html/Regression-reveal.html    |   2 +-
 .../Regression/html/Regression-solarized.html |   2 +-
 doc/pub/Regression/html/Regression.html       |   2 +-
 .../ipynb/ipynb-Regression-src.tar.gz         | Bin 214 -> 214 bytes
 .../pdf/Regression-beamer-handouts2x3.pdf     | Bin 197673 -> 197540 bytes
 doc/pub/Regression/pdf/Regression-beamer.pdf  | Bin 185348 -> 185220 bytes
 doc/pub/Regression/pdf/Regression-minted.pdf  | Bin 224600 -> 224600 bytes
 .../Statistics/html/._Statistics-bs000.html   |   6 +-
 .../Statistics/html/._Statistics-bs001.html   |   4 +-
 .../Statistics/html/._Statistics-bs002.html   |   4 +-
 .../Statistics/html/._Statistics-bs003.html   |   4 +-
 .../Statistics/html/._Statistics-bs004.html   |   4 +-
 .../Statistics/html/._Statistics-bs005.html   |   4 +-
 .../Statistics/html/._Statistics-bs006.html   |   4 +-
 .../Statistics/html/._Statistics-bs007.html   |   4 +-
 .../Statistics/html/._Statistics-bs008.html   |   4 +-
 .../Statistics/html/._Statistics-bs009.html   |   4 +-
 .../Statistics/html/._Statistics-bs010.html   |   4 +-
 .../Statistics/html/._Statistics-bs011.html   |   4 +-
 .../Statistics/html/._Statistics-bs012.html   |   4 +-
 .../Statistics/html/._Statistics-bs013.html   |   4 +-
 .../Statistics/html/._Statistics-bs014.html   |   4 +-
 .../Statistics/html/._Statistics-bs015.html   |   4 +-
 .../Statistics/html/._Statistics-bs016.html   |   4 +-
 .../Statistics/html/._Statistics-bs017.html   |   4 +-
 .../Statistics/html/._Statistics-bs018.html   |   4 +-
 .../Statistics/html/._Statistics-bs019.html   |   4 +-
 .../Statistics/html/._Statistics-bs020.html   |   4 +-
 .../Statistics/html/._Statistics-bs021.html   |   4 +-
 .../Statistics/html/._Statistics-bs022.html   |   4 +-
 .../Statistics/html/._Statistics-bs023.html   |   4 +-
 .../Statistics/html/._Statistics-bs024.html   |   4 +-
 .../Statistics/html/._Statistics-bs025.html   |   4 +-
 .../Statistics/html/._Statistics-bs026.html   |   4 +-
 .../Statistics/html/._Statistics-bs027.html   |   4 +-
 .../Statistics/html/._Statistics-bs028.html   |   4 +-
 .../Statistics/html/._Statistics-bs029.html   |   4 +-
 .../Statistics/html/._Statistics-bs030.html   |   4 +-
 .../Statistics/html/._Statistics-bs031.html   |   4 +-
 .../Statistics/html/._Statistics-bs032.html   |   4 +-
 .../Statistics/html/._Statistics-bs033.html   |   4 +-
 .../Statistics/html/._Statistics-bs034.html   |   4 +-
 .../Statistics/html/._Statistics-bs035.html   |   4 +-
 .../Statistics/html/._Statistics-bs036.html   |   4 +-
 .../Statistics/html/._Statistics-bs037.html   |   4 +-
 .../Statistics/html/._Statistics-bs038.html   |   4 +-
 .../Statistics/html/._Statistics-bs039.html   |   4 +-
 .../Statistics/html/._Statistics-bs040.html   |   4 +-
 .../Statistics/html/._Statistics-bs041.html   |   4 +-
 .../Statistics/html/._Statistics-bs042.html   |   4 +-
 .../Statistics/html/._Statistics-bs043.html   |   4 +-
 .../Statistics/html/._Statistics-bs044.html   |   4 +-
 .../Statistics/html/._Statistics-bs045.html   |   4 +-
 .../Statistics/html/._Statistics-bs046.html   |   4 +-
 .../Statistics/html/._Statistics-bs047.html   |   4 +-
 .../Statistics/html/._Statistics-bs048.html   |   4 +-
 .../Statistics/html/._Statistics-bs049.html   |   4 +-
 .../Statistics/html/._Statistics-bs050.html   |   4 +-
 .../Statistics/html/._Statistics-bs051.html   |   4 +-
 .../Statistics/html/._Statistics-bs052.html   |   4 +-
 .../Statistics/html/._Statistics-bs053.html   |   4 +-
 .../Statistics/html/._Statistics-bs054.html   |   4 +-
 .../Statistics/html/._Statistics-bs055.html   |   4 +-
 .../Statistics/html/._Statistics-bs056.html   |   4 +-
 .../Statistics/html/._Statistics-bs057.html   |   4 +-
 .../Statistics/html/._Statistics-bs058.html   |   4 +-
 .../Statistics/html/._Statistics-bs059.html   |   4 +-
 .../Statistics/html/._Statistics-bs060.html   |   4 +-
 .../Statistics/html/._Statistics-bs061.html   |   4 +-
 .../Statistics/html/._Statistics-bs062.html   |   4 +-
 .../Statistics/html/._Statistics-bs063.html   |   4 +-
 .../Statistics/html/._Statistics-bs064.html   |   4 +-
 .../Statistics/html/._Statistics-bs065.html   |   4 +-
 .../Statistics/html/._Statistics-bs066.html   |   4 +-
 .../Statistics/html/._Statistics-bs067.html   |   4 +-
 .../Statistics/html/._Statistics-bs068.html   |   4 +-
 .../Statistics/html/._Statistics-bs069.html   |   4 +-
 .../Statistics/html/._Statistics-bs070.html   |   4 +-
 .../Statistics/html/._Statistics-bs071.html   |   4 +-
 .../Statistics/html/._Statistics-bs072.html   |   4 +-
 doc/pub/Statistics/html/Statistics-bs.html    |   6 +-
 .../Statistics/html/Statistics-reveal.html    |   7 +-
 .../Statistics/html/Statistics-solarized.html |   6 +-
 doc/pub/Statistics/html/Statistics.html       |   6 +-
 .../ipynb/ipynb-Statistics-src.tar.gz         | Bin 212 -> 215 bytes
 .../pdf/Statistics-beamer-handouts2x3.pdf     | Bin 496039 -> 496033 bytes
 doc/pub/Statistics/pdf/Statistics-beamer.pdf  | Bin 447142 -> 447130 bytes
 doc/pub/Statistics/pdf/Statistics-minted.pdf  | Bin 405671 -> 405673 bytes
 doc/src/NeuralNet/make.sh                     |   2 +
 116 files changed, 728 insertions(+), 265 deletions(-)

diff --git a/doc/Projects/2017/Project/ipynb b/doc/Projects/2017/Project/ipynb
index 95085bb2c321f60092eaebe3cf2aa954c4bef0e8..7f65ffe48a170d2ec1170dd70be0a93f1aff0a78 100644
GIT binary patch
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diff --git a/doc/Projects/2017/Project/pdf/Project.pdf b/doc/Projects/2017/Project/pdf/Project.pdf
index 689da6669fb982a8194d70bf8e091cb30a6a6111..512b83cb1e270d67eff1f5b45edff812e217d057 100644
GIT binary patch
delta 143
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delta 143
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diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs000.html b/doc/pub/NeuralNet/html/._NeuralNet-bs000.html
index d01faf980..9deb68ceb 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs000.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs000.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -168,8 +168,8 @@ MathJax.Hub.Config({
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs001.html b/doc/pub/NeuralNet/html/._NeuralNet-bs001.html
index 80a1f940d..70078cb9c 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs001.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs001.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -156,8 +156,8 @@ found applications in a wide variety of other areas, including bioinformatics, e
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs002.html b/doc/pub/NeuralNet/html/._NeuralNet-bs002.html
index bca771bb8..342fc1408 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs002.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs002.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -163,8 +163,8 @@ Some of the most common tasks are:
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs003.html b/doc/pub/NeuralNet/html/._NeuralNet-bs003.html
index 7126463dc..5bf0c6769 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs003.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs003.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -167,8 +167,8 @@ a weighted sum of signals \( x_i, \dots ,x_n \) received by \( n \) other neuron
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs004.html b/doc/pub/NeuralNet/html/._NeuralNet-bs004.html
index 2d4cbb22b..f135f4674 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs004.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs004.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -154,8 +154,8 @@ is associated with a weight variable.
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs005.html b/doc/pub/NeuralNet/html/._NeuralNet-bs005.html
index 2377ef139..cf35cda0d 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs005.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs005.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -169,8 +169,8 @@ which gathers all the local data and produces the outputs. They have wide applic
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs006.html b/doc/pub/NeuralNet/html/._NeuralNet-bs006.html
index bbd2ff0fd..842a54015 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs006.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs006.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -153,8 +153,8 @@ sentences, making recurrent NNs especially well-suited for handwriting and speec
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs007.html b/doc/pub/NeuralNet/html/._NeuralNet-bs007.html
index 6fc8d5f9a..0650c1789 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs007.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs007.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -157,8 +157,8 @@ of how a fully-connected FFNN works, and how it can be used to interpolate data
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs008.html b/doc/pub/NeuralNet/html/._NeuralNet-bs008.html
index 0145387c7..83cfe1dac 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs008.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs008.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -156,8 +156,8 @@ which means that each neuron receives a weighted sum of the outputs of <em>all</
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs009.html b/doc/pub/NeuralNet/html/._NeuralNet-bs009.html
index 34a1eebc1..5bfc977c7 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs009.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs009.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
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-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -177,8 +177,8 @@ the values of the subsequent layer can be calculated and so forth until the outp
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs010.html b/doc/pub/NeuralNet/html/._NeuralNet-bs010.html
index adb0065c3..7ce27473f 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs010.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs010.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -169,8 +169,8 @@ $$
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
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 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs011.html b/doc/pub/NeuralNet/html/._NeuralNet-bs011.html
index 3523b4833..c3647be3b 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs011.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs011.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
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 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
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- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -159,8 +159,8 @@ which illustrates a basic property of MLPs: The only independent variables are t
 
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-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
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 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs012.html b/doc/pub/NeuralNet/html/._NeuralNet-bs012.html
index 8a028540a..4ef54b9e6 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs012.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs012.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
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 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
   }
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 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -172,8 +172,8 @@ $$
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/._NeuralNet-bs013.html b/doc/pub/NeuralNet/html/._NeuralNet-bs013.html
index a1e542a34..649680dd1 100644
--- a/doc/pub/NeuralNet/html/._NeuralNet-bs013.html
+++ b/doc/pub/NeuralNet/html/._NeuralNet-bs013.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
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-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -192,8 +192,8 @@ and vector additions that are used as input to the activation functions. For eac
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/NeuralNet-bs.html b/doc/pub/NeuralNet/html/NeuralNet-bs.html
index d01faf980..9deb68ceb 100644
--- a/doc/pub/NeuralNet/html/NeuralNet-bs.html
+++ b/doc/pub/NeuralNet/html/NeuralNet-bs.html
@@ -11,9 +11,9 @@ Automatically generated HTML file from DocOnce source
 <title>Data Analysis and Machine Learning: Elements of machine learning</title>
 
 <!-- Bootstrap style: bootstrap -->
-<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
 <!-- not necessary
-<link href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
+<link href="http://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css" rel="stylesheet">
 -->
 
 <style type="text/css">
@@ -67,8 +67,8 @@ MathJax.Hub.Config({
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-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
@@ -168,8 +168,8 @@ MathJax.Hub.Config({
 
 </div>  <!-- end container -->
 <!-- include javascript, jQuery *first* -->
-<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
-<script src="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
+<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>
+<script src="http://netdna.bootstrapcdn.com/bootstrap/3.0.0/js/bootstrap.min.js"></script>
 
 <!-- Bootstrap footer
 <footer>
diff --git a/doc/pub/NeuralNet/html/NeuralNet-reveal.html b/doc/pub/NeuralNet/html/NeuralNet-reveal.html
index fdf4645b8..c5784ccd4 100644
--- a/doc/pub/NeuralNet/html/NeuralNet-reveal.html
+++ b/doc/pub/NeuralNet/html/NeuralNet-reveal.html
@@ -1,4 +1,3 @@
-\
 <!DOCTYPE html>
 
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
@@ -117,8 +116,8 @@ MathJax.Hub.Config({
   }
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 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/NeuralNet/html/NeuralNet-solarized.html b/doc/pub/NeuralNet/html/NeuralNet-solarized.html
index 06f398e57..f64ff50ad 100644
--- a/doc/pub/NeuralNet/html/NeuralNet-solarized.html
+++ b/doc/pub/NeuralNet/html/NeuralNet-solarized.html
@@ -15,7 +15,7 @@ Automatically generated HTML file from DocOnce source
 <script src="https://cdn.rawgit.com/hplgit/doconce/master/bundled/html_styles/style_solarized_box/js/highlight.pack.js"></script>
 <script>hljs.initHighlightingOnLoad();</script>
 
-<link href="https://thomasf.github.io/solarized-css/solarized-light.min.css" rel="stylesheet">
+<link href="http://thomasf.github.io/solarized-css/solarized-light.min.css" rel="stylesheet">
 <style type="text/css">
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@@ -61,8 +61,8 @@ MathJax.Hub.Config({
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- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/NeuralNet/html/NeuralNet.html b/doc/pub/NeuralNet/html/NeuralNet.html
index 7996c51ce..98b14ca0b 100644
--- a/doc/pub/NeuralNet/html/NeuralNet.html
+++ b/doc/pub/NeuralNet/html/NeuralNet.html
@@ -66,8 +66,8 @@ MathJax.Hub.Config({
   }
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 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/NeuralNet/ipynb/NeuralNet.ipynb b/doc/pub/NeuralNet/ipynb/NeuralNet.ipynb
index 924de6187..7bffb3c01 100644
--- a/doc/pub/NeuralNet/ipynb/NeuralNet.ipynb
+++ b/doc/pub/NeuralNet/ipynb/NeuralNet.ipynb
@@ -9,14 +9,477 @@
     "<!-- dom:AUTHOR: Morten Hjorth-Jensen at Department of Physics, University of Oslo & Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University -->\n",
     "<!-- Author: --> **Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
     "\n",
-    "Date: **Sep 20, 2017**\n",
+    "Date: **Nov 2, 2017**\n",
     "\n",
     "Copyright 1999-2017, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n",
     "\n",
     "\n",
     "\n",
+    "## What is Machine Learning?\n",
     "\n",
-    "## Introduction"
+    "Machine learning is the science of giving computers the ability to learn without being explicitly programmed. \n",
+    "The idea is that there exist generic algorithms which can be used to find patterns in a broad class of data sets without \n",
+    "having to write code specifically for each problem. The algorithm will build its own logic based on the data.  \n",
+    "\n",
+    "Machine learning is a subfield of computer science, and is closely related to computational statistics. \n",
+    "It evolved from the study of pattern recognition in artificial intelligence (AI) research, and has made contributions to\n",
+    "AI tasks like computer vision, natural language processing \n",
+    "and speech recognition. It has also, especially in later years, \n",
+    "found applications in a wide variety of other areas, including bioinformatics, economy, physics, finance and marketing. \n",
+    "\n",
+    "## Types of Machine Learning\n",
+    "\n",
+    "\n",
+    "The approaches to machine learning are many, but are often split into two main categories. \n",
+    "In *supervised learning* we know the answer to a problem,\n",
+    "and let the computer deduce the logic behind it. On the other hand, *unsupervised learning*\n",
+    "is a method for finding patterns and relationship in data sets without any prior knowledge of the system.\n",
+    "Some authours also operate with a third category, namely *reinforcement learning*. This is a paradigm \n",
+    "of learning inspired by behavioural psychology, where learning is achieved by trial-and-error, \n",
+    "solely from rewards and punishment.\n",
+    "\n",
+    "Another way to categorize machine learning tasks is to consider the desired output of a system.\n",
+    "Some of the most common tasks are:\n",
+    "\n",
+    "  * Classification: Outputs are divided into two or more classes. The goal is to   produce a model that assigns inputs into one of these classes. An example is to identify  digits based on pictures of hand-written ones. Classification is typically supervised learning.\n",
+    "\n",
+    "  * Regression: Finding a functional relationship between an input data set and a reference data set.   The goal is to construct a function that maps input data to continuous output values.\n",
+    "\n",
+    "  * Clustering: Data are divided into groups with certain common traits, without knowing the different groups beforehand.  It is thus a form of unsupervised learning.\n",
+    "\n",
+    "## Artificial neurons\n",
+    "The field of artificial neural networks has a long history of development, and is closely connected with \n",
+    "the advancement of computer science and computers in general. A model of artificial neurons \n",
+    "was first developed by McCulloch and Pitts in 1943  to study signal processing in the brain and \n",
+    "has later been refined by others. The general idea is to mimic neural networks in the human brain, which\n",
+    "is composed of billions of neurons that communicate with each other by sending electrical signals. \n",
+    "Each neuron accumulates its incoming signals, \n",
+    "which must exceed an activation threshold to yield an output. If the threshold is not overcome, the neuron\n",
+    "remains inactive, i.e. has zero output.  \n",
+    "\n",
+    "This behaviour has inspired a simple mathematical model for an artificial neuron."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"artificialNeuron\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " y = f\\left(\\sum_{i=1}^n w_ix_i\\right) = f(u)\n",
+    "\\label{artificialNeuron} \\tag{1}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here, the output $y$ of the neuron is the value of its activation function, which have as input\n",
+    "a weighted sum of signals $x_i, \\dots ,x_n$ received by $n$ other neurons.\n",
+    "\n",
+    "## Neural network types\n",
+    "\n",
+    "An artificial neural network (NN), is a computational model that consists of layers of connected neurons, or *nodes*. \n",
+    "It is supposed to mimic a biological nervous system by letting each neuron interact with other neurons\n",
+    "by sending signals in the form of mathematical functions between layers. \n",
+    "A wide variety of different NNs have\n",
+    "been developed, but most of them consist of an input layer, an output layer and eventual layers in-between, called\n",
+    "*hidden layers*. All layers can contain an arbitrary number of nodes, and each connection between two nodes\n",
+    "is associated with a weight variable. \n",
+    "\n",
+    "\n",
+    "\n",
+    "## Feed-forward neural networks\n",
+    "The feed-forward neural network (FFNN) was the first and simplest type of NN devised. In this network, \n",
+    "the information moves in only one direction: forward through the layers.\n",
+    "\n",
+    "Nodes are represented by circles, while the arrows display the connections between the nodes, including the \n",
+    "direction of information flow. Additionally, each arrow corresponds to a weight variable, not displayed here. \n",
+    "We observe that each node in a layer is connected to *all* nodes in the subsequent layer, \n",
+    "making this a so-called *fully-connected* FFNN. \n",
+    "\n",
+    "\n",
+    "\n",
+    "A different variant of FFNNs are *convolutional neural networks* (CNNs), which have a connectivity pattern\n",
+    "inspired by the animal visual cortex. Individual neurons in the visual cortex only respond to stimuli from\n",
+    "small sub-regions of the visual field, called a receptive field. This makes the neurons well-suited to exploit the strong\n",
+    "spatially local correlation present in natural images. The response of each neuron can be approximated mathematically \n",
+    "as a convolution operation. \n",
+    "\n",
+    "CNNs emulate the behaviour of neurons in the visual cortex by enforcing a *local* connectivity pattern\n",
+    "between nodes of adjacent layers: Each node\n",
+    "in a convolutional layer is connected only to a subset of the nodes in the previous layer, \n",
+    "in contrast to the fully-connected FFNN.\n",
+    "Often, CNNs \n",
+    "consist of several convolutional layers that learn local features of the input, with a fully-connected layer at the end, \n",
+    "which gathers all the local data and produces the outputs. They have wide applications in image and video recognition\n",
+    "\n",
+    "## Recurrent neural networks\n",
+    "\n",
+    "So far we have only mentioned NNs where information flows in one direction: forward. *Recurrent neural networks* on\n",
+    "the other hand, have connections between nodes that form directed *cycles*. This creates a form of \n",
+    "internal memory which are able to capture information on what has been calculated before; the output is dependent \n",
+    "on the previous computations. Recurrent NNs make use of sequential information by performing the same task for \n",
+    "every element in a sequence, where each element depends on previous elements. An example of such information is \n",
+    "sentences, making recurrent NNs especially well-suited for handwriting and speech recognition.\n",
+    "\n",
+    "## Other types of networks\n",
+    "\n",
+    "There are many other kinds of NNs that have been developed. One type that is specifically designed for interpolation\n",
+    "in multidimensional space is the radial basis function (RBF) network. RBFs are typically made up of three layers: \n",
+    "an input layer, a hidden layer with non-linear radial symmetric activation functions and a linear output layer (''linear'' here\n",
+    "means that each node in the output layer has a linear activation function). The layers are normally fully-connected and \n",
+    "there are no cycles, thus RBFs can be viewed as a type of fully-connected FFNN. They are however usually treated as\n",
+    "a separate type of NN due the unusual activation functions.\n",
+    "\n",
+    "\n",
+    "Other types of NNs could also be mentioned, but are outside the scope of this work. We will now move on to a detailed description\n",
+    "of how a fully-connected FFNN works, and how it can be used to interpolate data sets. \n",
+    "\n",
+    "\n",
+    "\n",
+    "## Mathematical model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"artificialNeuron2\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " y = f\\left(\\sum_{i=1}^n w_ix_i + b_i\\right) = f(u)\n",
+    "\\label{artificialNeuron2} \\tag{2}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In an FFNN of such neurons, the *inputs* $x_i$\n",
+    "are the *outputs* of the neurons in the preceding layer. Furthermore, a MLP is fully-connected, \n",
+    "which means that each neuron receives a weighted sum of the outputs of *all* neurons in the previous layer. \n",
+    "\n",
+    "## Mathematical model\n",
+    "\n",
+    "First, for each node $i$ in the first hidden layer, we calculate a weighted sum $u_i^1$ of the input coordinates $x_j$,"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"_auto1\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " u_i^1 = \\sum_{j=1}^2 w_{ij}^1 x_j  + b_i^1 \n",
+    "\\label{_auto1} \\tag{3}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This value is the argument to the activation function $f_1$ of each neuron $i$,\n",
+    "producing the output $y_i^1$ of all neurons in layer 1,"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"outputLayer1\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " y_i^1 = f_1(u_i^1) = f_1\\left(\\sum_{j=1}^2 w_{ij}^1 x_j  + b_i^1\\right)\n",
+    "\\label{outputLayer1} \\tag{4}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "where we assume that all nodes in the same layer have identical activation functions, hence the notation $f_l$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"generalLayer\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " y_i^l = f_l(u_i^l) = f_l\\left(\\sum_{j=1}^{N_{l-1}} w_{ij}^l y_j^{l-1} + b_i^l\\right)\n",
+    "\\label{generalLayer} \\tag{5}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "where $N_l$ is the number of nodes in layer $l$. When the output of all the nodes in the first hidden layer are computed,\n",
+    "the values of the subsequent layer can be calculated and so forth until the output is obtained. \n",
+    "\n",
+    "\n",
+    "\n",
+    "## Mathematical model\n",
+    "\n",
+    "The output of neuron $i$ in layer 2 is thus,"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"_auto2\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " y_i^2 = f_2\\left(\\sum_{j=1}^3 w_{ij}^2 y_j^1 + b_i^2\\right) \n",
+    "\\label{_auto2} \\tag{6}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"outputLayer2\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation} \n",
+    " = f_2\\left[\\sum_{j=1}^3 w_{ij}^2f_1\\left(\\sum_{k=1}^2 w_{jk}^1 x_k + b_j^1\\right) + b_i^2\\right]\n",
+    "\\label{outputLayer2} \\tag{7}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "where we have substituted $y_m^1$ with. Finally, the NN output yields,"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"_auto3\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " y_1^3 = f_3\\left(\\sum_{j=1}^3 w_{1m}^3 y_j^2 + b_1^3\\right) \n",
+    "\\label{_auto3} \\tag{8}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"_auto4\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation} \n",
+    " = f_3\\left[\\sum_{j=1}^3 w_{1j}^3 f_2\\left(\\sum_{k=1}^3 w_{jk}^2 f_1\\left(\\sum_{m=1}^2 w_{km}^1 x_m + b_k^1\\right) + b_j^2\\right)\n",
+    "  + b_1^3\\right]\n",
+    "\\label{_auto4} \\tag{9}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Mathematical model\n",
+    "\n",
+    "We can generalize this expression to an MLP with $l$ hidden layers. The complete functional form\n",
+    "is,"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"completeNN\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    "y^{l+1}_1\\! = \\!f_{l+1}\\!\\left[\\!\\sum_{j=1}^{N_l}\\! w_{1j}^3 f_l\\!\\left(\\!\\sum_{k=1}^{N_{l-1}}\\! w_{jk}^2 f_{l-1}\\!\\left(\\!\n",
+    " \\dots \\!f_1\\!\\left(\\!\\sum_{n=1}^{N_0} \\!w_{mn}^1 x_n\\! + \\!b_m^1\\!\\right)\n",
+    " \\!\\dots \\!\\right) \\!+ \\!b_k^2\\!\\right)\n",
+    " \\!+ \\!b_1^3\\!\\right] \n",
+    "\\label{completeNN} \\tag{10}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "which illustrates a basic property of MLPs: The only independent variables are the input values $x_n$. \n",
+    "\n",
+    "## Mathematical model\n",
+    "\n",
+    "This confirms that an MLP,\n",
+    "despite its quite convoluted mathematical form, is nothing more than an analytic function, specifically a \n",
+    "mapping of real-valued vectors $\\vec{x} \\in \\mathbb{R}^n \\rightarrow \\vec{y} \\in \\mathbb{R}^m$. \n",
+    "In our example, $n=2$ and $m=1$. Consequentially, \n",
+    "the number of input and output values of the function we want to fit must be equal to the number of inputs and outputs of our MLP.  \n",
+    "\n",
+    "Furthermore, the flexibility and universality of a MLP can be illustrated by realizing that \n",
+    "the expression  is essentially a nested sum of scaled activation functions of the form"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"_auto5\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " h(x) = c_1 f(c_2 x + c_3) + c_4\n",
+    "\\label{_auto5} \\tag{11}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "where the parameters $c_i$ are weights and biases. By adjusting these parameters, the activation functions\n",
+    "can be shifted up and down or left and right, change slope or be rescaled \n",
+    "which is the key to the flexibility of a NN."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"outputActivation\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " f_o = f(u_o) = u_o\n",
+    "\\label{outputActivation} \\tag{12}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Matrix-vector notation\n",
+    "\n",
+    "We can introduce a more convenient notation for the activations in a NN. \n",
+    "\n",
+    "Additionally, we can represent the biases and activations\n",
+    "as layer-wise column vectors $\\vec{b}_l$ and $\\vec{y}_l$, so that the $i$-th element of each vector \n",
+    "is the bias $b_i^l$ and activation $y_i^l$ of node $i$ in layer $l$ respectively. \n",
+    "\n",
+    "We have that $\\mathrm{W}_l$ is a $N_{l-1} \\times N_l$ matrix, while $\\vec{b}_l$ and $\\vec{y}_l$ are $N_l \\times 1$ column vectors. \n",
+    "With this notation, the sum in  becomes a matrix-vector multiplication, and we can write\n",
+    "the equation for the activations of hidden layer 2 in"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"_auto6\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " \\vec{y}_2 = f_2(\\mathrm{W}_2 \\vec{y}_{1} + \\vec{b}_{2}) = \n",
+    " f_2\\left(\\left[\\begin{array}{ccc}\n",
+    "    w^2_{11} &w^2_{12} &w^2_{13} \\\\\n",
+    "    w^2_{21} &w^2_{22} &w^2_{23} \\\\\n",
+    "    w^2_{31} &w^2_{32} &w^2_{33} \\\\\n",
+    "    \\end{array} \\right] \\cdot\n",
+    "    \\left[\\begin{array}{c}\n",
+    "           y^1_1 \\\\\n",
+    "           y^1_2 \\\\\n",
+    "           y^1_3 \\\\\n",
+    "          \\end{array}\\right] + \n",
+    "    \\left[\\begin{array}{c}\n",
+    "           b^2_1 \\\\\n",
+    "           b^2_2 \\\\\n",
+    "           b^2_3 \\\\\n",
+    "          \\end{array}\\right]\\right)\n",
+    "\\label{_auto6} \\tag{13}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "and we see that the activation of node $i$ in layer 2 is"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Equation labels as ordinary links -->\n",
+    "<div id=\"_auto7\"></div>\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    " y^2_i = f_2\\Bigr(w^2_{i1}y^1_1 + w^2_{i2}y^1_2 + w^2_{i3}y^1_3 + b^2_i\\Bigr) = \n",
+    " f_2\\left(\\sum_{j=1}^3 w^2_{ij} y_j^1 + b^2_i\\right)\n",
+    "\\label{_auto7} \\tag{14}\n",
+    "\\end{equation}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "which is in accordance with. Note that\n",
+    "This is not just a convenient and compact notation, but also \n",
+    "a useful and intuitive way to think about MLPs: The output is calculated by a series of matrix-vector multiplications\n",
+    "and vector additions that are used as input to the activation functions. For each operation \n",
+    "$\\mathrm{W}_l \\vec{y}_{l-1}$ we move forward one layer."
    ]
   }
  ],
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diff --git a/doc/pub/Regression/pdf/Regression-beamer.pdf b/doc/pub/Regression/pdf/Regression-beamer.pdf
index ca6edc2f4d4f074a77b8949bd2a07f58e7c37548..de93f8c9dbacf1fe2af0894ae17e41867c00106f 100644
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diff --git a/doc/pub/Regression/pdf/Regression-minted.pdf b/doc/pub/Regression/pdf/Regression-minted.pdf
index e2b7d2b40bc1541170642a887e0b42deb1078035..b34a4e212b81ea7583f77bdf08c61bd94f77df7a 100644
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diff --git a/doc/pub/Statistics/html/._Statistics-bs000.html b/doc/pub/Statistics/html/._Statistics-bs000.html
index e2c7a2352..967e7f14f 100644
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
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 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
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index 435c1d7cd..cbd49ada7 100644
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
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index 410e3c0c1..52cfe34fb 100644
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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+<script type="text/javascript"
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index 5f4ea5a5c..b41a65f90 100644
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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index 261758e99..89dd44751 100644
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+<script type="text/javascript"
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+<script type="text/javascript"
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+<script type="text/javascript"
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+<script type="text/javascript"
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index 4fa0c5401..8b882366e 100644
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+<script type="text/javascript"
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index 7a27a3925..3a8efe8fe 100644
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+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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index 20edf18d3..3b64dfe31 100644
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index 613026f8c..59c071482 100644
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index 88811c80e..db01779ff 100644
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index 255fe5e50..6b310e547 100644
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index db87f61a3..cd79ae923 100644
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index ca11628b7..4c21ab789 100644
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+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs030.html b/doc/pub/Statistics/html/._Statistics-bs030.html
index 5217f12aa..3cdfe71a2 100644
--- a/doc/pub/Statistics/html/._Statistics-bs030.html
+++ b/doc/pub/Statistics/html/._Statistics-bs030.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs031.html b/doc/pub/Statistics/html/._Statistics-bs031.html
index 0a45bec68..88d75b6a4 100644
--- a/doc/pub/Statistics/html/._Statistics-bs031.html
+++ b/doc/pub/Statistics/html/._Statistics-bs031.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs032.html b/doc/pub/Statistics/html/._Statistics-bs032.html
index 9b5a2acff..2572ecd60 100644
--- a/doc/pub/Statistics/html/._Statistics-bs032.html
+++ b/doc/pub/Statistics/html/._Statistics-bs032.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs033.html b/doc/pub/Statistics/html/._Statistics-bs033.html
index 497e21194..8f05d9437 100644
--- a/doc/pub/Statistics/html/._Statistics-bs033.html
+++ b/doc/pub/Statistics/html/._Statistics-bs033.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs034.html b/doc/pub/Statistics/html/._Statistics-bs034.html
index 1697b9460..71300e95d 100644
--- a/doc/pub/Statistics/html/._Statistics-bs034.html
+++ b/doc/pub/Statistics/html/._Statistics-bs034.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs035.html b/doc/pub/Statistics/html/._Statistics-bs035.html
index 2de610160..e8a572e33 100644
--- a/doc/pub/Statistics/html/._Statistics-bs035.html
+++ b/doc/pub/Statistics/html/._Statistics-bs035.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
   }
 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs036.html b/doc/pub/Statistics/html/._Statistics-bs036.html
index 777723854..bf6465fa6 100644
--- a/doc/pub/Statistics/html/._Statistics-bs036.html
+++ b/doc/pub/Statistics/html/._Statistics-bs036.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs037.html b/doc/pub/Statistics/html/._Statistics-bs037.html
index aac1a7fcd..02f37b162 100644
--- a/doc/pub/Statistics/html/._Statistics-bs037.html
+++ b/doc/pub/Statistics/html/._Statistics-bs037.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs038.html b/doc/pub/Statistics/html/._Statistics-bs038.html
index 62022f374..55b98ca72 100644
--- a/doc/pub/Statistics/html/._Statistics-bs038.html
+++ b/doc/pub/Statistics/html/._Statistics-bs038.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs039.html b/doc/pub/Statistics/html/._Statistics-bs039.html
index 6251ac214..e28807a51 100644
--- a/doc/pub/Statistics/html/._Statistics-bs039.html
+++ b/doc/pub/Statistics/html/._Statistics-bs039.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs040.html b/doc/pub/Statistics/html/._Statistics-bs040.html
index caa263ca8..2111c3854 100644
--- a/doc/pub/Statistics/html/._Statistics-bs040.html
+++ b/doc/pub/Statistics/html/._Statistics-bs040.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs041.html b/doc/pub/Statistics/html/._Statistics-bs041.html
index 9950aa284..00d1d2cbf 100644
--- a/doc/pub/Statistics/html/._Statistics-bs041.html
+++ b/doc/pub/Statistics/html/._Statistics-bs041.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs042.html b/doc/pub/Statistics/html/._Statistics-bs042.html
index a553a6b7a..7594d253c 100644
--- a/doc/pub/Statistics/html/._Statistics-bs042.html
+++ b/doc/pub/Statistics/html/._Statistics-bs042.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs043.html b/doc/pub/Statistics/html/._Statistics-bs043.html
index 601ee597d..ff6ce9419 100644
--- a/doc/pub/Statistics/html/._Statistics-bs043.html
+++ b/doc/pub/Statistics/html/._Statistics-bs043.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs044.html b/doc/pub/Statistics/html/._Statistics-bs044.html
index b611462ea..a68f86af8 100644
--- a/doc/pub/Statistics/html/._Statistics-bs044.html
+++ b/doc/pub/Statistics/html/._Statistics-bs044.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs045.html b/doc/pub/Statistics/html/._Statistics-bs045.html
index 0cf0e71ad..e3c09699a 100644
--- a/doc/pub/Statistics/html/._Statistics-bs045.html
+++ b/doc/pub/Statistics/html/._Statistics-bs045.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs046.html b/doc/pub/Statistics/html/._Statistics-bs046.html
index c3503f122..b4c295d77 100644
--- a/doc/pub/Statistics/html/._Statistics-bs046.html
+++ b/doc/pub/Statistics/html/._Statistics-bs046.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs047.html b/doc/pub/Statistics/html/._Statistics-bs047.html
index 24ec6deee..7a51a8a13 100644
--- a/doc/pub/Statistics/html/._Statistics-bs047.html
+++ b/doc/pub/Statistics/html/._Statistics-bs047.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs048.html b/doc/pub/Statistics/html/._Statistics-bs048.html
index e3fcdd67d..8e2430b53 100644
--- a/doc/pub/Statistics/html/._Statistics-bs048.html
+++ b/doc/pub/Statistics/html/._Statistics-bs048.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs049.html b/doc/pub/Statistics/html/._Statistics-bs049.html
index 369ceb4d6..4af97377a 100644
--- a/doc/pub/Statistics/html/._Statistics-bs049.html
+++ b/doc/pub/Statistics/html/._Statistics-bs049.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs050.html b/doc/pub/Statistics/html/._Statistics-bs050.html
index a81cb2671..33042fd71 100644
--- a/doc/pub/Statistics/html/._Statistics-bs050.html
+++ b/doc/pub/Statistics/html/._Statistics-bs050.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs051.html b/doc/pub/Statistics/html/._Statistics-bs051.html
index 755379a66..4b5781f46 100644
--- a/doc/pub/Statistics/html/._Statistics-bs051.html
+++ b/doc/pub/Statistics/html/._Statistics-bs051.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs052.html b/doc/pub/Statistics/html/._Statistics-bs052.html
index 4b5b73703..d2c6efe9a 100644
--- a/doc/pub/Statistics/html/._Statistics-bs052.html
+++ b/doc/pub/Statistics/html/._Statistics-bs052.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs053.html b/doc/pub/Statistics/html/._Statistics-bs053.html
index 94d4aaa29..618058149 100644
--- a/doc/pub/Statistics/html/._Statistics-bs053.html
+++ b/doc/pub/Statistics/html/._Statistics-bs053.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs054.html b/doc/pub/Statistics/html/._Statistics-bs054.html
index 25fd4f531..ad3eb2d6e 100644
--- a/doc/pub/Statistics/html/._Statistics-bs054.html
+++ b/doc/pub/Statistics/html/._Statistics-bs054.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs055.html b/doc/pub/Statistics/html/._Statistics-bs055.html
index dbe47e0c7..d95f6cbfd 100644
--- a/doc/pub/Statistics/html/._Statistics-bs055.html
+++ b/doc/pub/Statistics/html/._Statistics-bs055.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs056.html b/doc/pub/Statistics/html/._Statistics-bs056.html
index e4d434270..0537beb73 100644
--- a/doc/pub/Statistics/html/._Statistics-bs056.html
+++ b/doc/pub/Statistics/html/._Statistics-bs056.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs057.html b/doc/pub/Statistics/html/._Statistics-bs057.html
index 13a3a0ebd..196d6b99f 100644
--- a/doc/pub/Statistics/html/._Statistics-bs057.html
+++ b/doc/pub/Statistics/html/._Statistics-bs057.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs058.html b/doc/pub/Statistics/html/._Statistics-bs058.html
index af23adc9d..35d21f750 100644
--- a/doc/pub/Statistics/html/._Statistics-bs058.html
+++ b/doc/pub/Statistics/html/._Statistics-bs058.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 });
 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs059.html b/doc/pub/Statistics/html/._Statistics-bs059.html
index 8e21ee6b7..32bdd987d 100644
--- a/doc/pub/Statistics/html/._Statistics-bs059.html
+++ b/doc/pub/Statistics/html/._Statistics-bs059.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs060.html b/doc/pub/Statistics/html/._Statistics-bs060.html
index c313b0dbc..cf2bd298e 100644
--- a/doc/pub/Statistics/html/._Statistics-bs060.html
+++ b/doc/pub/Statistics/html/._Statistics-bs060.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs061.html b/doc/pub/Statistics/html/._Statistics-bs061.html
index 32d5b91a6..8cef84102 100644
--- a/doc/pub/Statistics/html/._Statistics-bs061.html
+++ b/doc/pub/Statistics/html/._Statistics-bs061.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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 </script>
-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs062.html b/doc/pub/Statistics/html/._Statistics-bs062.html
index dc90221b6..aeafea208 100644
--- a/doc/pub/Statistics/html/._Statistics-bs062.html
+++ b/doc/pub/Statistics/html/._Statistics-bs062.html
@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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-<script type="text/javascript" async
- src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs063.html b/doc/pub/Statistics/html/._Statistics-bs063.html
index 671d50388..37cc33461 100644
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+<script type="text/javascript"
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diff --git a/doc/pub/Statistics/html/._Statistics-bs064.html b/doc/pub/Statistics/html/._Statistics-bs064.html
index 5b3e070d1..927bc397d 100644
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diff --git a/doc/pub/Statistics/html/._Statistics-bs065.html b/doc/pub/Statistics/html/._Statistics-bs065.html
index 4badaca99..415df733e 100644
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
 </script>
 
 
diff --git a/doc/pub/Statistics/html/._Statistics-bs066.html b/doc/pub/Statistics/html/._Statistics-bs066.html
index 945df389e..fc2e30d62 100644
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+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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diff --git a/doc/pub/Statistics/html/._Statistics-bs067.html b/doc/pub/Statistics/html/._Statistics-bs067.html
index fe5650b24..b4eb576a9 100644
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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+<script type="text/javascript"
+ src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML">
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diff --git a/doc/pub/Statistics/html/._Statistics-bs068.html b/doc/pub/Statistics/html/._Statistics-bs068.html
index 423961c5d..17dd75d04 100644
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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diff --git a/doc/pub/Statistics/html/._Statistics-bs069.html b/doc/pub/Statistics/html/._Statistics-bs069.html
index 5f9cf1b75..a434238f7 100644
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diff --git a/doc/pub/Statistics/html/._Statistics-bs070.html b/doc/pub/Statistics/html/._Statistics-bs070.html
index d376767cd..a03ce3b69 100644
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@@ -270,8 +270,8 @@ MathJax.Hub.Config({
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diff --git a/doc/pub/Statistics/html/._Statistics-bs071.html b/doc/pub/Statistics/html/._Statistics-bs071.html
index 9ffd62576..234ea94b6 100644
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diff --git a/doc/pub/Statistics/html/._Statistics-bs072.html b/doc/pub/Statistics/html/._Statistics-bs072.html
index b5522bc67..de23691d8 100644
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diff --git a/doc/pub/Statistics/html/Statistics-bs.html b/doc/pub/Statistics/html/Statistics-bs.html
index e2c7a2352..967e7f14f 100644
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diff --git a/doc/pub/Statistics/html/Statistics-reveal.html b/doc/pub/Statistics/html/Statistics-reveal.html
index b549dd5da..1e826f61e 100644
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diff --git a/doc/pub/Statistics/html/Statistics-solarized.html b/doc/pub/Statistics/html/Statistics-solarized.html
index f9238930b..73046535c 100644
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diff --git a/doc/pub/Statistics/html/Statistics.html b/doc/pub/Statistics/html/Statistics.html
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diff --git a/doc/pub/Statistics/pdf/Statistics-beamer.pdf b/doc/pub/Statistics/pdf/Statistics-beamer.pdf
index d442f4b069792627457d63290771c2ed2c40bd6f..298477ab71c6a4a7cefa917d7fcbd70518c88a73 100644
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diff --git a/doc/pub/Statistics/pdf/Statistics-minted.pdf b/doc/pub/Statistics/pdf/Statistics-minted.pdf
index 2bbe9154f54c666de91235d42e8e6fb3d7cdc5dc..88434745d53b91c0508521d83f1d69eacce84754 100644
GIT binary patch
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diff --git a/doc/src/NeuralNet/make.sh b/doc/src/NeuralNet/make.sh
index fd0ea0791..edfed7c87 100755
--- a/doc/src/NeuralNet/make.sh
+++ b/doc/src/NeuralNet/make.sh
@@ -46,6 +46,8 @@ html=${name}-bs
 system doconce format html $name --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=$html $opt
 system doconce split_html $html.html --method=split --pagination --nav_button=bottom
 
+# IPython notebook
+system doconce format ipynb $name $opt
 
 # LaTeX Beamer slides
 beamertheme=red_plain