http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ad3e27db/userguide/clustering/plsa.html
----------------------------------------------------------------------
diff --git a/userguide/clustering/plsa.html b/userguide/clustering/plsa.html
index 2cc49c5..a96146e 100644
--- a/userguide/clustering/plsa.html
+++ b/userguide/clustering/plsa.html
@@ -2245,7 +2245,7 @@ topic <span class="hljs-keyword">as</span> (
 <pre><code class="lang-sql"><span class="hljs-keyword">SELECT</span> 
train_plsa(features, <span class="hljs-string">&quot;-topics 20 -iter 10 -s 128 
-delta 0.01 -alpha 512 -eps 0.1&quot;</span>)
 </code></pre>
 <p>Clearly, <code>alpha</code> is much larger than <code>0.01</code> which was 
used for the dummy data above. Let you keep in mind that an appropriate value 
of <code>alpha</code> highly depends on the number of documents and mini-batch 
size.
-<div id="page-footer"><hr><!--
+<div id="page-footer" class="localized-footer"><hr><!--
   Licensed to the Apache Software Foundation (ASF) under one
   or more contributor license agreements.  See the NOTICE file
   distributed with this work for additional information
@@ -2300,7 +2300,7 @@ Apache Hivemall is an effort undergoing incubation at The 
Apache Software Founda
     <script>
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ad3e27db/userguide/docker/getting_started.html
----------------------------------------------------------------------
diff --git a/userguide/docker/getting_started.html 
b/userguide/docker/getting_started.html
index 52deb2b..a9e1925 100644
--- a/userguide/docker/getting_started.html
+++ b/userguide/docker/getting_started.html
@@ -2018,9 +2018,11 @@
 <li><a href="#2-run-container">2. Run container</a><ul>
 <li><a href="#run-by-docker-compose">Run by docker-compose</a></li>
 <li><a href="#run-by-docker-command">Run by docker command</a></li>
+<li><a href="#running-pre-built-docker-image-in-dockerhub">Running pre-built 
Docker image in Dockerhub</a></li>
 </ul>
 </li>
 <li><a href="#3-run-hivemall-on-docker">3. Run Hivemall on Docker</a><ul>
+<li><a href="#accessing-hadoop-management-guis">Accessing Hadoop management 
GUIs</a></li>
 <li><a href="#load-data-into-hdfs-optional">Load data into HDFS 
(optional)</a></li>
 <li><a href="#build-hivemall-optional">Build Hivemall (optional)</a></li>
 </ul>
@@ -2039,6 +2041,7 @@
 <p>  <code>docker-compose -f resources/docker/docker-compose.yml 
build</code></p>
 <h2 id="build-using-docker-command">Build using docker command</h2>
 <p>  <code>docker build -f resources/docker/Dockerfile .</code></p>
+<div class="panel panel-primary"><div class="panel-heading"><h3 
class="panel-title" id="note"><i class="fa fa-edit"></i> Note</h3></div><div 
class="panel-body"><p>You can <a 
href="http://localhost:4000/docker/getting_started.html#running-pre-built-docker-image-in-dockerhub";
 target="_blank">skip</a> building images by using existing Docker 
images.</p></div></div>
 <h1 id="2-run-container">2. Run container</h1>
 <h2 id="run-by-docker-compose">Run by docker-compose</h2>
 <ol>
@@ -2051,18 +2054,32 @@
 <li>Run <code>docker run -it ${docker_image_id}</code>. 
 Refer <a href="https://docs.docker.com/engine/reference/run/"; 
target="_blank">Docker reference</a> for the command detail.</li>
 </ol>
+<h2 id="running-pre-built-docker-image-in-dockerhub">Running pre-built Docker 
image in Dockerhub</h2>
+<ol>
+<li>Check <a href="https://hub.docker.com/r/hivemall/latest/tags/"; 
target="_blank">the latest tag</a> first.</li>
+<li>Pull pre-build docker image from Dockerhub <code>docker pull 
hivemall/latest:20170517</code></li>
+<li><code>docker run -p 8088:8088 -p 50070:50070 -p 19888:19888 -it 
hivemall/latest:20170517</code></li>
+</ol>
+<p>You can find pre-built Hivemall docker images in <a 
href="https://hub.docker.com/r/hivemall/latest/"; target="_blank">this 
repository</a>.</p>
 <h1 id="3-run-hivemall-on-docker">3. Run Hivemall on Docker</h1>
 <ol>
 <li>Type <code>hive</code> to run (<code>.hiverc</code> automatically loads 
Hivemall functions)</li>
 <li>Try your Hivemall queries!</li>
 </ol>
+<h2 id="accessing-hadoop-management-guis">Accessing Hadoop management GUIs</h2>
+<ul>
+<li>YARN <a href="http://localhost:8088/"; 
target="_blank">http://localhost:8088/</a></li>
+<li>HDFS <a href="http://localhost:50070/"; 
target="_blank">http://localhost:50070/</a></li>
+<li>MR jobhistory server <a href="http://localhost:19888/"; 
target="_blank">http://localhost:19888/</a></li>
+</ul>
+<p>Note that you need to expose local ports e.g., by <code>-p 8088:8088 -p 
50070:50070 -p 19888:19888</code> on running docker image.</p>
 <h2 id="load-data-into-hdfs-optional">Load data into HDFS (optional)</h2>
 <p>  You can find an example script to load data into HDFS in 
<code>./bin/prepare_iris.sh</code>.
   The script loads iris dataset into <code>iris</code> database.</p>
 <h2 id="build-hivemall-optional">Build Hivemall (optional)</h2>
 <p>  In the container, Hivemall resource is stored in 
<code>$HIVEMALL_PATH</code>.
   You can build Hivemall package by <code>cd $HIVEMALL_PATH &amp;&amp; 
./bin/build.sh</code>.</p>
-<p><div id="page-footer"><hr><!--
+<p><div id="page-footer" class="localized-footer"><hr><!--
   Licensed to the Apache Software Foundation (ASF) under one
   or more contributor license agreements.  See the NOTICE file
   distributed with this work for additional information
@@ -2117,7 +2134,7 @@ Apache Hivemall is an effort undergoing incubation at The 
Apache Software Founda
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ad3e27db/userguide/eval/auc.html
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diff --git a/userguide/eval/auc.html b/userguide/eval/auc.html
index a8fcdfb..123ae29 100644
--- a/userguide/eval/auc.html
+++ b/userguide/eval/auc.html
@@ -2100,7 +2100,7 @@
 <p>Hivemall has another metric called <a 
href="stat_eval.html#logarithmic-loss">Logarithmic Loss</a> for binary 
classification. Both AUC and Logarithmic Loss compute scores for 
probability-label pairs. </p>
 <p>Score produced by AUC is a relative metric based on sorted pairs. On the 
other hand, Logarithmic Loss simply gives a metric by comparing probability 
with its truth label one-by-one.</p>
 <p>To give an example, <code>auc(prob, label)</code> and <code>logloss(prob, 
label)</code> respectively returns <code>0.83333</code> and 
<code>0.54001</code> in the above case. Note that larger AUC and smaller 
Logarithmic Loss are better.</p>
-<p><div id="page-footer"><hr><!--
+<p><div id="page-footer" class="localized-footer"><hr><!--
   Licensed to the Apache Software Foundation (ASF) under one
   or more contributor license agreements.  See the NOTICE file
   distributed with this work for additional information
@@ -2155,7 +2155,7 @@ Apache Hivemall is an effort undergoing incubation at The 
Apache Software Founda
     <script>
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ad3e27db/userguide/eval/rank.html
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ad3e27db/userguide/eval/stat_eval.html
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b/userguide/ft_engineering/binning.html
index 5224879..c5ac659 100644
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quantiles. If not, throw an
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index d46febf..51f1107 100644
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@@ -2088,7 +2088,7 @@ select mhash(&apos;aaa&apos;,${num_features});
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 &gt; 3874068
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