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From build...@apache.org
Subject svn commit: r944406 [14/17] - in /websites/staging/mahout/trunk/content: ./ developers/ general/ users/algorithms/ users/basics/ users/classification/ users/clustering/ users/dim-reduction/ users/mapreduce/classification/ users/mapreduce/clustering/ us...
Date Fri, 20 Mar 2015 03:46:12 GMT
Modified: websites/staging/mahout/trunk/content/users/mapreduce/clustering/latent-dirichlet-allocation.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/clustering/latent-dirichlet-allocation.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/clustering/latent-dirichlet-allocation.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
-                </ul></li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
-                <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: websites/staging/mahout/trunk/content/users/mapreduce/clustering/lda-commandline.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/clustering/lda-commandline.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/clustering/lda-commandline.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
-                </ul></li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
-                <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: websites/staging/mahout/trunk/content/users/mapreduce/clustering/llr---log-likelihood-ratio.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/clustering/llr---log-likelihood-ratio.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/clustering/llr---log-likelihood-ratio.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
-                </ul></li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
-                <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: websites/staging/mahout/trunk/content/users/mapreduce/clustering/spectral-clustering.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/clustering/spectral-clustering.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/clustering/spectral-clustering.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
-                </ul></li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
-                <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: websites/staging/mahout/trunk/content/users/mapreduce/clustering/streaming-k-means.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/clustering/streaming-k-means.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/clustering/streaming-k-means.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
-                </ul></li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
-                <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: websites/staging/mahout/trunk/content/users/mapreduce/clustering/viewing-result.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/clustering/viewing-result.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/clustering/viewing-result.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
-                </ul></li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
-                <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: websites/staging/mahout/trunk/content/users/mapreduce/clustering/viewing-results.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/clustering/viewing-results.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/clustering/viewing-results.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
-                </ul></li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
-                <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: websites/staging/mahout/trunk/content/users/mapreduce/clustering/visualizing-sample-clusters.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/clustering/visualizing-sample-clusters.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/clustering/visualizing-sample-clusters.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
-                </ul></li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
-                <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: websites/staging/mahout/trunk/content/users/mapreduce/recommender/intro-als-hadoop.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/mapreduce/recommender/intro-als-hadoop.html (original)
+++ websites/staging/mahout/trunk/content/users/mapreduce/recommender/intro-als-hadoop.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark Bindings Overview</a></li>
-                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
-			      <li class="divider"></li>
+                  <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>                  
+	          <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
                   <li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
                   <li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
                   <li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
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-               <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
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-                <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
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-                <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
-                <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
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-                <li class="nav-header">Commandline usage</li>
-                <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
-                <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
-                <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
-                <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+                  <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+                  <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+		  <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+                  <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
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-		<li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
-                <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
-                <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
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