http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.html
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diff --git a/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.html 
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-    <p>{excerpt}MapReduce is a framework for processing huge datasets on 
certain
+    <div class="col-lg-8">
+      <p>{excerpt}MapReduce is a framework for processing huge datasets on 
certain
 kinds of distributable problems using a large number of computers (nodes),
 collectively referred to as a cluster.{excerpt} Computational processing
 can occur on data stored either in a filesystem (unstructured) or within a
@@ -217,30 +177,26 @@ database (structured).</p>
   <li><a 
href="http://en.wikipedia.org/wiki/MapReduce";>http://en.wikipedia.org/wiki/MapReduce</a></li>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html
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diff --git 
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b/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html
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+  <div class="container mt-5 pb-4">
 
-<div id="wrap">
-  <body class="">
+  <div class="row">
 
-  <div class="container">
-    <p>Mahout has a Top K Parallel FPGrowth Implementation. Its based on the 
paper <a 
href="http://infolab.stanford.edu/~echang/recsys08-69.pdf";>http://infolab.stanford.edu/~echang/recsys08-69.pdf</a>
+    <div class="col-lg-8">
+      <p>Mahout has a Top K Parallel FPGrowth Implementation. Its based on the 
paper <a 
href="http://infolab.stanford.edu/~echang/recsys08-69.pdf";>http://infolab.stanford.edu/~echang/recsys08-69.pdf</a>
  with some optimisations in mining the data.</p>
 
 <p>Given a huge transaction list, the algorithm finds all unique features(sets
@@ -217,7 +177,7 @@ creating Iterators, Convertors and TopKPatternWritable for 
that particular
 object. For more information please refer the package
 org.apache.mahout.fpm.pfpgrowth.convertors.string</p>
 
-<pre><code>e.g:
+<div class="highlighter-rouge"><pre class="highlight"><code>e.g:
  FPGrowth&lt;String&gt; fp = new FPGrowth&lt;String&gt;();
  Set&lt;String&gt; features = new HashSet&lt;String&gt;();
  fp.generateTopKStringFrequentPatterns(
@@ -230,6 +190,7 @@ org.apache.mahout.fpm.pfpgrowth.convertors.string</p>
        new StringOutputConvertor(new SequenceFileOutputCollector&lt;Text, 
TopKStringPatterns&gt;(writer))
   );
 </code></pre>
+</div>
 
 <ul>
   <li>The first argument is the iterator of transaction in this case its
@@ -384,30 +345,26 @@ Open questions: how does one experiment and monitor with 
these various
 parameters?
 </TOKEN2></TOKEN1></optional>
 
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http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.html 
b/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.html
index 44ec65f..b3e994b 100644
--- a/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.html
+++ b/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.html
@@ -1,209 +1,169 @@
-
-
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   <meta http-equiv="X-UA-Compatible" content="IE=edge">
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+    <div class="col-lg-8">
+      <p><a 
name="PerceptronandWinnow-ClassificationwithPerceptronorWinnow"></a></p>
 <h1 id="classification-with-perceptron-or-winnow">Classification with 
Perceptron or Winnow</h1>
 
 <p>Both algorithms are comparably simple linear classifiers. Given training
@@ -239,30 +199,26 @@ planned to provide unit tests and at least one example 
based on the WebKB
 dataset by the end of November for the serial version. After that the
 parallelisation will be added.</p>
 
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http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/docs/latest/tutorials/map-reduce/misc/testing.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/misc/testing.html 
b/docs/latest/tutorials/map-reduce/misc/testing.html
index 4353e19..318d61d 100644
--- a/docs/latest/tutorials/map-reduce/misc/testing.html
+++ b/docs/latest/tutorials/map-reduce/misc/testing.html
@@ -1,209 +1,169 @@
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