Modified: 
websites/staging/mahout/trunk/content/users/clustering/viewing-result.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/viewing-result.html 
(original)
+++ websites/staging/mahout/trunk/content/users/clustering/viewing-result.html 
Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/clustering/viewing-results.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/viewing-results.html 
(original)
+++ websites/staging/mahout/trunk/content/users/clustering/viewing-results.html 
Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html 
(original)
+++ websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html Thu Apr 
16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/environment/h2o-internals.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/environment/h2o-internals.html 
(original)
+++ websites/staging/mahout/trunk/content/users/environment/h2o-internals.html 
Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/environment/in-core-reference.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/environment/in-core-reference.html 
(original)
+++ 
websites/staging/mahout/trunk/content/users/environment/in-core-reference.html 
Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/environment/out-of-core-reference.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/environment/out-of-core-reference.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/environment/out-of-core-reference.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>
@@ -264,7 +265,7 @@
 <p>The subjects of this reference are solely applicable to Mahout-Samsara's 
<strong>DRM</strong> (distributed row matrix).</p>
 <p>In this reference, DRMs will be denoted as i.e. <code>A</code>, and in-core 
matrices as i.e. <code>inCoreA</code>.</p>
 <h4 id="imports">Imports</h4>
-<p>The following imports are used for to enable seamless in-core and 
distributed algebraic DSL operations:</p>
+<p>The following imports are used to enable seamless in-core and distributed 
algebraic DSL operations:</p>
 <div class="codehilite"><pre><span class="n">import</span> <span 
class="n">org</span><span class="p">.</span><span class="n">apache</span><span 
class="p">.</span><span class="n">mahout</span><span class="p">.</span><span 
class="n">math</span><span class="p">.</span><span class="n">_</span>
 <span class="n">import</span> <span class="n">scalabindings</span><span 
class="p">.</span><span class="n">_</span>
 <span class="n">import</span> <span class="n">RLikeOps</span><span 
class="p">.</span><span class="n">_</span>
@@ -284,7 +285,7 @@
 </pre></div>
 
 
-<p>The Mahout shell does all of these import automatically.</p>
+<p>The Mahout shell does all of these imports automatically.</p>
 <h4 id="drm-persistence-operators">DRM Persistence operators</h4>
 <p><strong>Mahout-Samsara's DRM persistance to HDFS is compatible with all 
Mahout-MapReduce algorithms such as seq2sparse.</strong></p>
 <p>Loading a DRM from (HD)FS:</p>
@@ -315,21 +316,21 @@ val inCoreC: Matrix = inCoreA %*% drmB
 </pre></div>
 
 
-<p><strong>implies (incoreA %*% demb).collect</strong></p>
+<p><strong>implies (incoreA %*% drmB).collect</strong></p>
 <p>Collecting to (HD)FS as a Mahout's DRM formatted file:</p>
 <div class="codehilite"><pre><span class="n">A</span><span 
class="p">.</span><span class="n">dfsWrite</span><span class="p">(</span><span 
class="n">path</span> <span class="p">=</span> <span 
class="n">hdfsPath</span><span class="p">)</span>
 </pre></div>
 
 
-<h4 id="logical-algebraic-opertors-on-drm-matrices">Logical algebraic opertors 
on DRM matrices:</h4>
-<p>A logical set of operators are defined for distributed matrices as as a 
subset of those defined for in-core matrices.  In particular, since all 
distributed matrices are immutable, there are no assignment opertors (e.g. 
<strong>A += B</strong>)
-<em>Note: please see: <a 
href="http://mahout.apache.org/users/sparkbindings/ScalaSparkBindings.pdf";>Mahout
 Scala Bindings and Mahout Spark Bindings for Linear Algebra Subroutines</a>. 
For information on Mahout-Samsars's Algebraic Optimizer, and translation from 
logical operations to a physical plan for the back-end.</em></p>
+<h4 id="logical-algebraic-operators-on-drm-matrices">Logical algebraic 
operators on DRM matrices:</h4>
+<p>A logical set of operators are defined for distributed matrices as a subset 
of those defined for in-core matrices.  In particular, since all distributed 
matrices are immutable, there are no assignment operators (e.g. <strong>A += 
B</strong>)
+<em>Note: please see: <a 
href="http://mahout.apache.org/users/sparkbindings/ScalaSparkBindings.pdf";>Mahout
 Scala Bindings and Mahout Spark Bindings for Linear Algebra Subroutines</a> 
for information on Mahout-Samsars's Algebraic Optimizer, and translation from 
logical operations to a physical plan for the back end.</em></p>
 <p>Cache a DRM and trigger an optimized physical plan: </p>
 <div class="codehilite"><pre><span class="n">drmA</span><span 
class="p">.</span><span class="n">checkpoint</span><span 
class="p">(</span><span class="n">CacheHint</span><span class="p">.</span><span 
class="n">MEMORY_AND_DISK</span><span class="p">)</span>
 </pre></div>
 
 
-<p>other valid caching Instructions:</p>
+<p>Other valid caching Instructions:</p>
 <div class="codehilite"><pre><span class="n">drmA</span><span 
class="p">.</span><span class="n">checkpoint</span><span 
class="p">(</span><span class="n">CacheHint</span><span class="p">.</span><span 
class="n">NONE</span><span class="p">)</span>
 <span class="n">drmA</span><span class="p">.</span><span 
class="n">checkpoint</span><span class="p">(</span><span 
class="n">CacheHint</span><span class="p">.</span><span 
class="n">DISK_ONLY</span><span class="p">)</span>
 <span class="n">drmA</span><span class="p">.</span><span 
class="n">checkpoint</span><span class="p">(</span><span 
class="n">CacheHint</span><span class="p">.</span><span 
class="n">DISK_ONLY_2</span><span class="p">)</span>
@@ -369,7 +370,7 @@ val inCoreC: Matrix = inCoreA %*% drmB
 </pre></div>
 
 
-<p><strong>Elementwise operations involving one in-core argument (int-keyd 
DRMs only)</strong>:</p>
+<p><strong>Elementwise operations involving one in-core argument (int-keyed 
DRMs only)</strong>:</p>
 <div class="codehilite"><pre><span class="nv">A</span> <span 
class="o">+</span> <span class="s-Atom">inCoreB</span>
 <span class="nv">A</span> <span class="o">-</span> <span 
class="s-Atom">inCoreB</span>
 <span class="nv">A</span> <span class="o">*</span> <span 
class="s-Atom">inCoreB</span>
@@ -380,12 +381,12 @@ val inCoreC: Matrix = inCoreA %*% drmB
 <span class="nv">A</span> <span class="s-Atom">:/</span> <span 
class="s-Atom">inCoreB</span>
 <span class="s-Atom">inCoreA</span> <span class="s-Atom">+:</span> <span 
class="nv">B</span>
 <span class="s-Atom">inCoreA</span> <span class="s-Atom">-:</span> <span 
class="nv">B</span>
-<span class="s-Atom">inCoreA</span> <span class="s-Atom">+:</span> <span 
class="nv">B</span>
+<span class="s-Atom">inCoreA</span> <span class="s-Atom">*:</span> <span 
class="nv">B</span>
 <span class="s-Atom">inCoreA</span> <span class="s-Atom">/:</span> <span 
class="nv">B</span>
 </pre></div>
 
 
-<p><em>Note: Spark associativity change (e.g. A :+ inCoreB means 
B.leftMultiply(A), same as when both arguments are in core).  Whenever operator 
arguments include both in-core and out-of-core arguments, the operator can only 
be associated with the out-of-core (DRM) argument to support the distributed 
implementation.</em></p>
+<p>Note: Spark associativity change (e.g. A +: inCoreB means 
B.leftMultiply(A), same as when both arguments are in core). Whenever operator 
arguments include both in-core and out-of-core arguments, the operator can only 
be associated with the out-of-core (DRM) argument to support the distributed 
implementation.</p>
 <p><strong>Matrix-matrix multiplication %*%</strong>:</p>
 <p><code>\(\mathbf{M}=\mathbf{AB}\)</code></p>
 <div class="codehilite"><pre><span class="n">A</span> <span class="c">%*% 
B</span>
@@ -410,7 +411,7 @@ Elementwise operations of every matrix e
 <span class="nv">A</span> <span class="p">:-</span> <span 
class="m">5</span><span class="p">.</span><span class="m">0</span>
 <span class="m">5</span><span class="p">.</span><span class="m">0</span> <span 
class="s-Atom">-:</span> <span class="nv">A</span>
 <span class="nv">A</span> <span class="o">*</span> <span 
class="m">5</span><span class="p">.</span><span class="m">0</span>
-<span class="nv">A</span> <span class="o">/</span><span 
class="m">5</span><span class="p">.</span><span class="m">0</span>
+<span class="nv">A</span> <span class="o">/</span> <span 
class="m">5</span><span class="p">.</span><span class="m">0</span>
 <span class="m">5</span><span class="p">.</span><span class="m">0</span> <span 
class="s-Atom">/:</span> <span class="s-Atom">a</span>
 </pre></div>
 
@@ -439,16 +440,16 @@ Elementwise operations of every matrix e
 </pre></div>
 
 
-<p>Stiching side by side (Scala):</p>
+<p>Stitch side by side (Scala):</p>
 <div class="codehilite"><pre><span class="n">val</span> <span 
class="n">drmAnextToB</span> <span class="p">=</span> <span 
class="n">drmA</span><span class="p">.</span><span class="n">cbind</span><span 
class="p">(</span><span class="n">drmB</span><span class="p">)</span>
 </pre></div>
 
 
-<p>Analgously, vertical concatenation is avialable via 
<strong>rbind</strong></p>
+<p>Analogously, vertical concatenation is available via 
<strong>rbind</strong></p>
 <h4 id="custom-pipelines-on-blocks">Custom pipelines on blocks</h4>
-<p>Internaly, Mahout-Samsara's DRM is represented as a distributed set of 
vertical (Key, Block) tuples.</p>
+<p>Internally, Mahout-Samsara's DRM is represented as a distributed set of 
vertical (Key, Block) tuples.</p>
 <p><strong>drm.mapBlock(...)</strong>:</p>
-<p>The DRM operator <code>mapBlock</code> provides transformational to the 
distributed vertical blockified tuples of a matrix (Row-Keys, 
Vertical-Matrix-Block).</p>
+<p>The DRM operator <code>mapBlock</code> provides transformational access to 
the distributed vertical blockified tuples of a matrix (Row-Keys, 
Vertical-Matrix-Block).</p>
 <p>Using <code>mapBlock</code> to add 1.0 to a DRM:</p>
 <div class="codehilite"><pre><span class="n">val</span> <span 
class="n">inCoreA</span> <span class="p">=</span> <span 
class="n">dense</span><span class="p">((</span>1<span class="p">,</span> 2<span 
class="p">,</span> 3<span class="p">),</span> <span class="p">(</span>2<span 
class="p">,</span> 3 <span class="p">,</span> 4<span class="p">),</span> <span 
class="p">(</span>3<span class="p">,</span> 4<span class="p">,</span> 5<span 
class="p">))</span>
 <span class="n">val</span> <span class="n">drmA</span> <span 
class="p">=</span> <span class="n">drmParallelize</span><span 
class="p">(</span><span class="n">inCoreA</span><span class="p">)</span>
@@ -487,7 +488,7 @@ val drm2 <span class="o">=</span> drm1.m
 </pre></div>
 
 
-<p><em>Note: depending on the stage of optimization, These may trigger a 
computational action.  I.e. if one calls <code>nrow()</code> n times, then the 
back end will actually recompute <code>nrow</code> n times.</em></p>
+<p><em>Note: depending on the stage of optimization, these may trigger a 
computational action.  I.e. if one calls <code>nrow()</code> n times, then the 
back end will actually recompute <code>nrow</code> n times.</em></p>
 <p>Means and sums:</p>
 <div class="codehilite"><pre><span class="n">drmA</span><span 
class="p">.</span><span class="n">colSums</span>
 <span class="n">drmA</span><span class="p">.</span><span 
class="n">colMeans</span>

Modified: 
websites/staging/mahout/trunk/content/users/environment/spark-internals.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/environment/spark-internals.html 
(original)
+++ 
websites/staging/mahout/trunk/content/users/environment/spark-internals.html 
Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html 
(original)
+++ websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html Thu 
Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html 
(original)
+++ websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html 
Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: websites/staging/mahout/trunk/content/users/misc/testing.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/testing.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/testing.html Thu Apr 16 
00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/recommender/intro-als-hadoop.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/recommender/intro-als-hadoop.html 
(original)
+++ 
websites/staging/mahout/trunk/content/users/recommender/intro-als-hadoop.html 
Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/recommender/intro-cooccurrence-spark.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/recommender/intro-cooccurrence-spark.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/recommender/intro-cooccurrence-spark.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/recommender/intro-itembased-hadoop.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/recommender/intro-itembased-hadoop.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/recommender/intro-itembased-hadoop.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/recommender/matrix-factorization.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/recommender/matrix-factorization.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/recommender/matrix-factorization.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/recommender/quickstart.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/quickstart.html 
(original)
+++ websites/staging/mahout/trunk/content/users/recommender/quickstart.html Thu 
Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html
 Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: websites/staging/mahout/trunk/content/users/sparkbindings/faq.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/sparkbindings/faq.html 
(original)
+++ websites/staging/mahout/trunk/content/users/sparkbindings/faq.html Thu Apr 
16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: websites/staging/mahout/trunk/content/users/sparkbindings/home.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/sparkbindings/home.html 
(original)
+++ websites/staging/mahout/trunk/content/users/sparkbindings/home.html Thu Apr 
16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>

Modified: 
websites/staging/mahout/trunk/content/users/sparkbindings/play-with-shell.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/sparkbindings/play-with-shell.html 
(original)
+++ 
websites/staging/mahout/trunk/content/users/sparkbindings/play-with-shell.html 
Thu Apr 16 00:49:43 2015
@@ -147,6 +147,7 @@
                   <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
                   <li class="nav-header">References</li>
                   <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                  <li><a 
href="/users/environment/out-of-core-reference.html">Out-Of-Core Algebraic DSL 
Reference</a></li>
                   <li class="nav-header">Tutorials</li>
                   <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
                 </ul>


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