Author: buildbot
Date: Wed Aug 20 21:20:35 2014
New Revision: 919952

Log:
Staging update by buildbot for mahout

Modified:
    websites/staging/mahout/trunk/content/   (props changed)
    
websites/staging/mahout/trunk/content/users/sparkbindings/play-with-shell.html

Propchange: websites/staging/mahout/trunk/content/
------------------------------------------------------------------------------
--- cms:source-revision (original)
+++ cms:source-revision Wed Aug 20 21:20:35 2014
@@ -1 +1 @@
-1619234
+1619235

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 
Wed Aug 20 21:20:35 2014
@@ -471,7 +471,8 @@ val drmXwithBiasColumn = drmX.mapBlock(n
 }
 </pre></div>
 
-<p>(This looks like a lot of work for something that would be simply 
<code>cbind(drmX, 1)</code> in R. Matrix-scala <code>cbind</code> combination 
is still a TODO in Mahout's dialect.)</p>
+<p>(This looks like a lot of work for something that would be simply 
<code>cbind(drmX, 1)</code> in R. Matrix-scalar 
+<code>cbind</code> combination is still a TODO in Mahout's dialect, although 
<code>cbind</code> exists for other operand type combinations.)</p>
 <p>Now we can give the newly created DRM <code>drmXwithBiasColumn</code> to 
our model fitting method <code>ols</code> and see how well the resulting model 
fits the training data with <code>goodnessOfFit</code>. You should see a large 
improvement in the result.</p>
 <div class="codehilite"><pre>
 val betaWithBiasTerm = ols(drmXwithBiasColumn, y)


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