http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/multiclass/iris.html
----------------------------------------------------------------------
diff --git a/userguide/multiclass/iris.html b/userguide/multiclass/iris.html
index c2eb9d6..d9ce57c 100644
--- a/userguide/multiclass/iris.html
+++ b/userguide/multiclass/iris.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" 
data-path="../binaryclass/titanic_rf.html">
+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1649,7 +1664,25 @@
   specific language governing permissions and limitations
   under the License.
 -->
-<p><div id="page-footer"><hr><p><sub><font color="gray">
+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
Foundation (ASF), sponsored by the Apache Incubator.
 </font></sub></p>
 </div></p>
@@ -1686,7 +1719,7 @@ 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/68241a08/userguide/multiclass/iris_dataset.html
----------------------------------------------------------------------
diff --git a/userguide/multiclass/iris_dataset.html 
b/userguide/multiclass/iris_dataset.html
index 83caee5..a6656ee 100644
--- a/userguide/multiclass/iris_dataset.html
+++ b/userguide/multiclass/iris_dataset.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" 
data-path="../binaryclass/titanic_rf.html">
+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1724,7 +1739,7 @@ from
 &gt; 2       Iris-setosa     
[&quot;1:0.16666664&quot;,&quot;2:0.41666666&quot;,&quot;3:0.0677966&quot;,&quot;4:0.041666664&quot;,&quot;0:1.0&quot;]
 &gt; 3       Iris-setosa     
[&quot;1:0.11111101&quot;,&quot;2:0.5&quot;,&quot;3:0.05084745&quot;,&quot;4:0.041666664&quot;,&quot;0:1.0&quot;]
 </code></pre>
-<p><em><a 
href="http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html#iris";
 target="_blank">LibSVM web page</a> provides a normalized (using <a 
href="https://github.com/myui/hivemall/wiki/Feature-scaling"; 
target="_blank">ZScore</a>) version of Iris dataset.</em></p>
+<p><em><a 
href="http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html#iris";
 target="_blank">LibSVM web page</a> provides a normalized (using <a 
href="../ft_engineering/scaling.html#feature-scaling-by-zscore">ZScore</a>) 
version of Iris dataset.</em></p>
 <h1 id="create-trainingtest-data">Create training/test data</h1>
 <pre><code class="lang-sql"><span class="hljs-keyword">set</span> 
hivevar:rand_seed=<span class="hljs-number">31</span>;
 
@@ -1819,7 +1834,25 @@ from
 <blockquote>
 <p>0.9666666666666667</p>
 </blockquote>
-<p><div id="page-footer"><hr><p><sub><font color="gray">
+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
Foundation (ASF), sponsored by the Apache Incubator.
 </font></sub></p>
 </div></p>
@@ -1856,7 +1889,7 @@ 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/68241a08/userguide/multiclass/iris_randomforest.html
----------------------------------------------------------------------
diff --git a/userguide/multiclass/iris_randomforest.html 
b/userguide/multiclass/iris_randomforest.html
index b098c08..32f7e10 100644
--- a/userguide/multiclass/iris_randomforest.html
+++ b/userguide/multiclass/iris_randomforest.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" 
data-path="../binaryclass/titanic_rf.html">
+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1649,7 +1664,6 @@
   specific language governing permissions and limitations
   under the License.
 -->
-<p><em>NOTE: RandomForest is being supported from Hivemall v0.4 or 
later.</em></p>
 <h1 id="dataset">Dataset</h1>
 <ul>
 <li><a href="https://archive.ics.uci.edu/ml/datasets/Iris"; 
target="_blank">https://archive.ics.uci.edu/ml/datasets/Iris</a></li>
@@ -1913,12 +1927,30 @@ WHERE
 ;
 </code></pre>
 <blockquote>
-<p>0.9533333333333334
-<div id="page-footer"><hr><p><sub><font color="gray">
+<p>0.9533333333333334</p>
+</blockquote>
+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
Foundation (ASF), sponsored by the Apache Incubator.
 </font></sub></p>
 </div></p>
-</blockquote>
 
                                 
                                 </section>
@@ -1952,7 +1984,7 @@ 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/68241a08/userguide/multiclass/iris_scw.html
----------------------------------------------------------------------
diff --git a/userguide/multiclass/iris_scw.html 
b/userguide/multiclass/iris_scw.html
index 933d234..33f33fb 100644
--- a/userguide/multiclass/iris_scw.html
+++ b/userguide/multiclass/iris_scw.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" 
data-path="../binaryclass/titanic_rf.html">
+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1913,12 +1928,30 @@ WHERE
 ;
 </code></pre>
 <blockquote>
-<p>0.9533333333333334
-<div id="page-footer"><hr><p><sub><font color="gray">
+<p>0.9533333333333334</p>
+</blockquote>
+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
Foundation (ASF), sponsored by the Apache Incubator.
 </font></sub></p>
 </div></p>
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                                 </section>
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/multiclass/news20.html
----------------------------------------------------------------------
diff --git a/userguide/multiclass/news20.html b/userguide/multiclass/news20.html
index 46d16aa..ae53bb8 100644
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+++ b/userguide/multiclass/news20.html
@@ -100,7 +100,7 @@
     <link rel="next" href="news20_dataset.html" />
     
     
-    <link rel="prev" href="../binaryclass/webspam_scw.html" />
+    <link rel="prev" href="../binaryclass/titanic_rf.html" />
     
 
     </head>
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" 
data-path="../binaryclass/titanic_rf.html">
+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1649,7 +1664,25 @@
   specific language governing permissions and limitations
   under the License.
 -->
-<p><div id="page-footer"><hr><p><sub><font color="gray">
+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
Foundation (ASF), sponsored by the Apache Incubator.
 </font></sub></p>
 </div></p>
@@ -1686,7 +1719,7 @@ Apache Hivemall is an effort undergoing incubation at The 
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/multiclass/news20_dataset.html
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diff --git a/userguide/multiclass/news20_dataset.html 
b/userguide/multiclass/news20_dataset.html
index 0fcc4cb..981efd0 100644
--- a/userguide/multiclass/news20_dataset.html
+++ b/userguide/multiclass/news20_dataset.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" 
data-path="../binaryclass/titanic_rf.html">
+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1720,7 +1735,25 @@ CLUSTER <span class="hljs-keyword">BY</span> <span 
class="hljs-keyword">rand</sp
 <span class="hljs-keyword">from</span> 
   news20mc_test LATERAL <span class="hljs-keyword">VIEW</span> 
explode(addBias(features)) t <span class="hljs-keyword">AS</span> feature;
 </code></pre>
-<p><div id="page-footer"><hr><p><sub><font color="gray">
+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
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b/userguide/multiclass/news20_ensemble.html
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+++ b/userguide/multiclass/news20_ensemble.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" 
data-path="../binaryclass/titanic_rf.html">
+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1841,7 +1856,25 @@ where actual == predicted;
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+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
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+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1982,7 +1997,25 @@ where actual == predicted;
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+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
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+            
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+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1692,7 +1707,25 @@ from (
     news20_onevsrest_train
 ) t
 CLUSTER BY rand();
-</code></pre><p><div id="page-footer"><hr><p><sub><font color="gray">
+</code></pre><p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
Foundation (ASF), sponsored by the Apache Incubator.
 </font></sub></p>
 </div></p>
@@ -1729,7 +1762,7 @@ 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/68241a08/userguide/multiclass/news20_pa.html
----------------------------------------------------------------------
diff --git a/userguide/multiclass/news20_pa.html 
b/userguide/multiclass/news20_pa.html
index 95a08c4..d2a108e 100644
--- a/userguide/multiclass/news20_pa.html
+++ b/userguide/multiclass/news20_pa.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" 
data-path="../binaryclass/titanic_rf.html">
+            
+                <a href="../binaryclass/titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1719,7 +1734,25 @@ group by rowid
 <span class="hljs-keyword">drop</span> <span class="hljs-keyword">table</span> 
news20mc_pa2_predict1;
 <span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> 
news20mc_pa2_submit1;
 </code></pre>
-<p><div id="page-footer"><hr><p><sub><font color="gray">
+<p><div id="page-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
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<p><sub><font color="gray">
 Apache Hivemall is an effort undergoing incubation at The Apache Software 
Foundation (ASF), sponsored by the Apache Incubator.
 </font></sub></p>
 </div></p>
@@ -1756,7 +1789,7 @@ Apache Hivemall is an effort undergoing incubation at The 
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