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Posted to commits@mahout.apache.org by gi...@apache.org on 2018/06/26 23:58:30 UTC

[11/12] mahout git commit: Automatic Site Publish by Buildbot

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/linear-algebra/d-ssvd.html
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diff --git a/docs/latest/algorithms/linear-algebra/d-ssvd.html b/docs/latest/algorithms/linear-algebra/d-ssvd.html
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@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/linear-algebra/index.html
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diff --git a/docs/latest/algorithms/linear-algebra/index.html b/docs/latest/algorithms/linear-algebra/index.html
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--- a/docs/latest/algorithms/linear-algebra/index.html
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@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/bayesian.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/bayesian.html b/docs/latest/algorithms/map-reduce/classification/bayesian.html
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--- a/docs/latest/algorithms/map-reduce/classification/bayesian.html
+++ b/docs/latest/algorithms/map-reduce/classification/bayesian.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/class-discovery.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/class-discovery.html b/docs/latest/algorithms/map-reduce/classification/class-discovery.html
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+++ b/docs/latest/algorithms/map-reduce/classification/class-discovery.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html b/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html
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+++ b/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/collocations.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/collocations.html b/docs/latest/algorithms/map-reduce/classification/collocations.html
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--- a/docs/latest/algorithms/map-reduce/classification/collocations.html
+++ b/docs/latest/algorithms/map-reduce/classification/collocations.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.html b/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.html
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--- a/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.html
+++ b/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.html b/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.html
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--- a/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.html
+++ b/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.html b/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.html
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--- a/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.html
+++ b/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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--- a/docs/latest/algorithms/map-reduce/classification/locally-weighted-linear-regression.html
+++ b/docs/latest/algorithms/map-reduce/classification/locally-weighted-linear-regression.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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diff --git a/docs/latest/algorithms/map-reduce/classification/logistic-regression.html b/docs/latest/algorithms/map-reduce/classification/logistic-regression.html
index e3afc3a..17556e9 100644
--- a/docs/latest/algorithms/map-reduce/classification/logistic-regression.html
+++ b/docs/latest/algorithms/map-reduce/classification/logistic-regression.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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--- a/docs/latest/algorithms/map-reduce/classification/mahout-collections.html
+++ b/docs/latest/algorithms/map-reduce/classification/mahout-collections.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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diff --git a/docs/latest/algorithms/map-reduce/classification/mlp.html b/docs/latest/algorithms/map-reduce/classification/mlp.html
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--- a/docs/latest/algorithms/map-reduce/classification/mlp.html
+++ b/docs/latest/algorithms/map-reduce/classification/mlp.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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diff --git a/docs/latest/algorithms/map-reduce/classification/naivebayes.html b/docs/latest/algorithms/map-reduce/classification/naivebayes.html
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--- a/docs/latest/algorithms/map-reduce/classification/naivebayes.html
+++ b/docs/latest/algorithms/map-reduce/classification/naivebayes.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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diff --git a/docs/latest/algorithms/map-reduce/classification/neural-network.html b/docs/latest/algorithms/map-reduce/classification/neural-network.html
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--- a/docs/latest/algorithms/map-reduce/classification/neural-network.html
+++ b/docs/latest/algorithms/map-reduce/classification/neural-network.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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--- a/docs/latest/algorithms/map-reduce/classification/partial-implementation.html
+++ b/docs/latest/algorithms/map-reduce/classification/partial-implementation.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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--- a/docs/latest/algorithms/map-reduce/classification/random-forests.html
+++ b/docs/latest/algorithms/map-reduce/classification/random-forests.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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--- a/docs/latest/algorithms/map-reduce/classification/restricted-boltzmann-machines.html
+++ b/docs/latest/algorithms/map-reduce/classification/restricted-boltzmann-machines.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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diff --git a/docs/latest/algorithms/map-reduce/classification/support-vector-machines.html b/docs/latest/algorithms/map-reduce/classification/support-vector-machines.html
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--- a/docs/latest/algorithms/map-reduce/classification/support-vector-machines.html
+++ b/docs/latest/algorithms/map-reduce/classification/support-vector-machines.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.html
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diff --git a/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.html b/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.html
index ceab3cd..3df727c 100644
--- a/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.html
+++ b/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.html
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diff --git a/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.html b/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.html
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--- a/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.html
+++ b/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html
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diff --git a/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html b/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html
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--- a/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html
+++ b/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/fuzzy-k-means.html
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--- a/docs/latest/algorithms/map-reduce/clustering/fuzzy-k-means.html
+++ b/docs/latest/algorithms/map-reduce/clustering/fuzzy-k-means.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.html
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--- a/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.html
+++ b/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.html
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--- a/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.html
+++ b/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html
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--- a/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html
+++ b/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
 

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+++ b/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.html
@@ -78,7 +78,7 @@
                     <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
                     <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
                         <div class="dropdown-divider"></div>
-                        <h6 class="dropdown-header">Reccomenders</h6>
+                        <h6 class="dropdown-header">Recommenders</h6>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
                         <a class="dropdown-item"  href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
                         <div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
                         <a class="dropdown-item"  href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/regression">Regression</a>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/clustering">Clustering</a>
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders">Recommenders</a>
                         <div class="dropdown-divider"></div>
                         <h6 class="dropdown-header">Deprecated</h6>
                         <a class="dropdown-item"  href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
                     </div>
-                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+                        <!--<a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
                         <!--
-                        <a class="dropdown-item"  href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+                        <a class="dropdown-item"  href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
                         <li role="separator" class="divider"></li>
                         <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>