http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.html 
b/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.html
index 76da4a0..e53f74d 100644
--- a/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.html
+++ b/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.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/tutorials/map-reduce/classification/wikipedia-classifier-example.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.html
 
b/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.html
index 7313070..a67a8cd 100644
--- 
a/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.html
+++ 
b/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.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/tutorials/map-reduce/clustering/20newsgroups.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/clustering/20newsgroups.html 
b/docs/latest/tutorials/map-reduce/clustering/20newsgroups.html
index f51c633..5035308 100644
--- a/docs/latest/tutorials/map-reduce/clustering/20newsgroups.html
+++ b/docs/latest/tutorials/map-reduce/clustering/20newsgroups.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/tutorials/map-reduce/clustering/canopy-commandline.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/clustering/canopy-commandline.html 
b/docs/latest/tutorials/map-reduce/clustering/canopy-commandline.html
index fc4a18f..3a7b771 100644
--- a/docs/latest/tutorials/map-reduce/clustering/canopy-commandline.html
+++ b/docs/latest/tutorials/map-reduce/clustering/canopy-commandline.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/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.html
 
b/docs/latest/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.html
index 010da4c..77b1132 100644
--- 
a/docs/latest/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.html
+++ 
b/docs/latest/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.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/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.html 
b/docs/latest/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.html
index 1c9beff..7db1521 100644
--- 
a/docs/latest/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.html
+++ 
b/docs/latest/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.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/tutorials/map-reduce/clustering/clusteringyourdata.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/clustering/clusteringyourdata.html 
b/docs/latest/tutorials/map-reduce/clustering/clusteringyourdata.html
index 5f7236c..f9ec6c4 100644
--- a/docs/latest/tutorials/map-reduce/clustering/clusteringyourdata.html
+++ b/docs/latest/tutorials/map-reduce/clustering/clusteringyourdata.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/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html 
b/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html
index 359e09e..271799d 100644
--- a/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html
+++ b/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.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/tutorials/map-reduce/clustering/k-means-commandline.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/clustering/k-means-commandline.html 
b/docs/latest/tutorials/map-reduce/clustering/k-means-commandline.html
index ba7a907..2f762eb 100644
--- a/docs/latest/tutorials/map-reduce/clustering/k-means-commandline.html
+++ b/docs/latest/tutorials/map-reduce/clustering/k-means-commandline.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/tutorials/map-reduce/clustering/lda-commandline.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/clustering/lda-commandline.html 
b/docs/latest/tutorials/map-reduce/clustering/lda-commandline.html
index 0f7260e..41f390e 100644
--- a/docs/latest/tutorials/map-reduce/clustering/lda-commandline.html
+++ b/docs/latest/tutorials/map-reduce/clustering/lda-commandline.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/tutorials/map-reduce/clustering/viewing-result.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/clustering/viewing-result.html 
b/docs/latest/tutorials/map-reduce/clustering/viewing-result.html
index 36b0603..09aebda 100644
--- a/docs/latest/tutorials/map-reduce/clustering/viewing-result.html
+++ b/docs/latest/tutorials/map-reduce/clustering/viewing-result.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/tutorials/map-reduce/clustering/viewing-results.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/clustering/viewing-results.html 
b/docs/latest/tutorials/map-reduce/clustering/viewing-results.html
index be5cb9d..7001780 100644
--- a/docs/latest/tutorials/map-reduce/clustering/viewing-results.html
+++ b/docs/latest/tutorials/map-reduce/clustering/viewing-results.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/tutorials/map-reduce/clustering/visualizing-sample-clusters.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/clustering/visualizing-sample-clusters.html 
b/docs/latest/tutorials/map-reduce/clustering/visualizing-sample-clusters.html
index 92e864e..613db4c 100644
--- 
a/docs/latest/tutorials/map-reduce/clustering/visualizing-sample-clusters.html
+++ 
b/docs/latest/tutorials/map-reduce/clustering/visualizing-sample-clusters.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/tutorials/map-reduce/index.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/index.html 
b/docs/latest/tutorials/map-reduce/index.html
index c3e2f07..9057ac6 100644
--- a/docs/latest/tutorials/map-reduce/index.html
+++ b/docs/latest/tutorials/map-reduce/index.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/tutorials/map-reduce/misc/mr---map-reduce.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.html 
b/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.html
index e0cf9ba..ccfec88 100644
--- a/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.html
+++ b/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.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/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html 
b/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html
index ecd778b..c49115b 100644
--- 
a/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html
+++ 
b/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.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/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 8b3f47a..c8d266c 100644
--- a/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.html
+++ b/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.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/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 e77a460..ac82c8b 100644
--- a/docs/latest/tutorials/map-reduce/misc/testing.html
+++ b/docs/latest/tutorials/map-reduce/misc/testing.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/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.html 
b/docs/latest/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.html
index 98d51cf..47fd1bf 100644
--- 
a/docs/latest/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.html
+++ 
b/docs/latest/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.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/tutorials/map-reduce/recommender/intro-als-hadoop.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/recommender/intro-als-hadoop.html 
b/docs/latest/tutorials/map-reduce/recommender/intro-als-hadoop.html
index 925fb53..ab0fe05 100644
--- a/docs/latest/tutorials/map-reduce/recommender/intro-als-hadoop.html
+++ b/docs/latest/tutorials/map-reduce/recommender/intro-als-hadoop.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/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html 
b/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html
index 12b1d7f..a967358 100644
--- a/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html
+++ b/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.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/tutorials/map-reduce/recommender/intro-itembased-hadoop.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/recommender/intro-itembased-hadoop.html 
b/docs/latest/tutorials/map-reduce/recommender/intro-itembased-hadoop.html
index 3a179cd..6baae36 100644
--- a/docs/latest/tutorials/map-reduce/recommender/intro-itembased-hadoop.html
+++ b/docs/latest/tutorials/map-reduce/recommender/intro-itembased-hadoop.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/tutorials/map-reduce/recommender/matrix-factorization.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/recommender/matrix-factorization.html 
b/docs/latest/tutorials/map-reduce/recommender/matrix-factorization.html
index ae34089..f6dbc8b 100644
--- a/docs/latest/tutorials/map-reduce/recommender/matrix-factorization.html
+++ b/docs/latest/tutorials/map-reduce/recommender/matrix-factorization.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/tutorials/map-reduce/recommender/quickstart.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/map-reduce/recommender/quickstart.html 
b/docs/latest/tutorials/map-reduce/recommender/quickstart.html
index e41157b..3bb125b 100644
--- a/docs/latest/tutorials/map-reduce/recommender/quickstart.html
+++ b/docs/latest/tutorials/map-reduce/recommender/quickstart.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/tutorials/map-reduce/recommender/recommender-documentation.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/recommender/recommender-documentation.html 
b/docs/latest/tutorials/map-reduce/recommender/recommender-documentation.html
index 937700d..9bd8d96 100644
--- 
a/docs/latest/tutorials/map-reduce/recommender/recommender-documentation.html
+++ 
b/docs/latest/tutorials/map-reduce/recommender/recommender-documentation.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/tutorials/map-reduce/recommender/recommender-first-timer-faq.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/recommender/recommender-first-timer-faq.html 
b/docs/latest/tutorials/map-reduce/recommender/recommender-first-timer-faq.html
index a537a96..ae6f6e6 100644
--- 
a/docs/latest/tutorials/map-reduce/recommender/recommender-first-timer-faq.html
+++ 
b/docs/latest/tutorials/map-reduce/recommender/recommender-first-timer-faq.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/tutorials/map-reduce/recommender/userbased-5-minutes.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.html 
b/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.html
index c7929fb..84916bb 100644
--- a/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.html
+++ b/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.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/tutorials/misc/contributing-algos/index.html
----------------------------------------------------------------------
diff --git a/docs/latest/tutorials/misc/contributing-algos/index.html 
b/docs/latest/tutorials/misc/contributing-algos/index.html
index 14e35bb..f9e760c 100644
--- a/docs/latest/tutorials/misc/contributing-algos/index.html
+++ b/docs/latest/tutorials/misc/contributing-algos/index.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>
 

Reply via email to