http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/binaryclass/kdd2010b.html
----------------------------------------------------------------------
diff --git a/userguide/binaryclass/kdd2010b.html 
b/userguide/binaryclass/kdd2010b.html
index 607cd3c..af6d827 100644
--- a/userguide/binaryclass/kdd2010b.html
+++ b/userguide/binaryclass/kdd2010b.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" data-path="titanic_rf.html">
+            
+                <a href="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
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/binaryclass/kdd2010b_arow.html
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diff --git a/userguide/binaryclass/kdd2010b_arow.html 
b/userguide/binaryclass/kdd2010b_arow.html
index 647b3b1..4c2d5c5 100644
--- a/userguide/binaryclass/kdd2010b_arow.html
+++ b/userguide/binaryclass/kdd2010b_arow.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" data-path="titanic_rf.html">
+            
+                <a href="titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1694,7 +1709,25 @@
 </code></pre>
 <blockquote>
 <p>0.8565808971393678
-<div id="page-footer"><hr><p><sub><font color="gray">
+<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>
@@ -1732,7 +1765,7 @@ 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/binaryclass/kdd2010b_dataset.html
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diff --git a/userguide/binaryclass/kdd2010b_dataset.html 
b/userguide/binaryclass/kdd2010b_dataset.html
index c97373b..1e44f2a 100644
--- a/userguide/binaryclass/kdd2010b_dataset.html
+++ b/userguide/binaryclass/kdd2010b_dataset.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" data-path="titanic_rf.html">
+            
+                <a href="titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1651,12 +1666,9 @@
 -->
 <p><a 
href="http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html#kdd2010
 (bridge to algebra" 
target="_blank">http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html#kdd2010
 (bridge to algebra)</a>)</p>
 <ul>
-<li><h1 id="of-classes-2">of classes: 2</h1>
-</li>
-<li><h1 id="of-data-19264097--748401-testing">of data: 19,264,097 / 748,401 
(testing)</h1>
-</li>
-<li><h1 id="of-features-29890095--29890095-testing">of features: 29,890,095 / 
29,890,095 (testing)</h1>
-</li>
+<li>the number of classes: 2</li>
+<li>the number of examples: 19,264,097 (training) / 748,401 (testing)</li>
+<li>the number of features: 29,890,095 (training) / 29,890,095 (testing)</li>
 </ul>
 <hr>
 <h1 id="define-trainingtesting-tables">Define training/testing tables</h1>
@@ -1706,7 +1718,25 @@ awk <span class="hljs-_">-f</span> conv.awk kddb.t | 
hadoop fs -put - /dataset/k
 <span class="hljs-keyword">from</span>  
    kdd10b_train;
 </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>
@@ -1743,7 +1773,7 @@ Apache Hivemall is an effort undergoing incubation at The 
Apache Software Founda
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 47Z"},"basePath":"..","book":{"language":""}});
         });
     </script>
 </div>

http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/binaryclass/news20.html
----------------------------------------------------------------------
diff --git a/userguide/binaryclass/news20.html 
b/userguide/binaryclass/news20.html
index 56f0055..3adba2c 100644
--- a/userguide/binaryclass/news20.html
+++ b/userguide/binaryclass/news20.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" data-path="titanic_rf.html">
+            
+                <a href="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>
         var gitbook = gitbook || [];
         gitbook.push(function() {
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+            gitbook.page.hasChanged({"page":{"title":"News20 
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 </div>

http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/binaryclass/news20_adagrad.html
----------------------------------------------------------------------
diff --git a/userguide/binaryclass/news20_adagrad.html 
b/userguide/binaryclass/news20_adagrad.html
index d7bd50e..99bf2df 100644
--- a/userguide/binaryclass/news20_adagrad.html
+++ b/userguide/binaryclass/news20_adagrad.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" data-path="titanic_rf.html">
+            
+                <a href="titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1789,7 +1804,25 @@ use news20;
 <p>0.9545636509207366 (adadelta)</p>
 </blockquote>
 <p><em>Note that AdaDelta often performs better than AdaGrad.</em>
-<div id="page-footer"><hr><p><sub><font color="gray">
+<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>
@@ -1826,7 +1859,7 @@ Apache Hivemall is an effort undergoing incubation at The 
Apache Software Founda
     <script>
         var gitbook = gitbook || [];
         gitbook.push(function() {
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 e":"2016-11-14T10:40:22.987Z"},"basePath":"..","book":{"language":""}});
+            gitbook.page.hasChanged({"page":{"title":"AdaGradRDA, AdaGrad, 
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 </div>

http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/binaryclass/news20_dataset.html
----------------------------------------------------------------------
diff --git a/userguide/binaryclass/news20_dataset.html 
b/userguide/binaryclass/news20_dataset.html
index 96825f6..9d69e92 100644
--- a/userguide/binaryclass/news20_dataset.html
+++ b/userguide/binaryclass/news20_dataset.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" data-path="titanic_rf.html">
+            
+                <a href="titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1726,7 +1741,25 @@ CLUSTER <span class="hljs-keyword">BY</span> <span 
class="hljs-keyword">rand</sp
 <span class="hljs-keyword">from</span> 
   news20b_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 
Foundation (ASF), sponsored by the Apache Incubator.
 </font></sub></p>
 </div></p>
@@ -1763,7 +1796,7 @@ Apache Hivemall is an effort undergoing incubation at The 
Apache Software Founda
     <script>
         var gitbook = gitbook || [];
         gitbook.push(function() {
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/binaryclass/news20_pa.html
----------------------------------------------------------------------
diff --git a/userguide/binaryclass/news20_pa.html 
b/userguide/binaryclass/news20_pa.html
index d1c06db..19c9961 100644
--- a/userguide/binaryclass/news20_pa.html
+++ b/userguide/binaryclass/news20_pa.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" data-path="titanic_rf.html">
+            
+                <a href="titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1849,7 +1864,25 @@ from
 <span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> 
news20b_pa2_predict1;
 <span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> 
news20b_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>
@@ -1886,7 +1919,7 @@ 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/binaryclass/news20_scw.html
----------------------------------------------------------------------
diff --git a/userguide/binaryclass/news20_scw.html 
b/userguide/binaryclass/news20_scw.html
index abc0950..3b16ca1 100644
--- a/userguide/binaryclass/news20_scw.html
+++ b/userguide/binaryclass/news20_scw.html
@@ -999,6 +999,21 @@
             
         </li>
     
+        <li class="chapter " data-level="5.6" data-path="titanic_rf.html">
+            
+                <a href="titanic_rf.html">
+            
+                    
+                        <b>5.6.</b>
+                    
+                    Kaggle Titanic Tutorial
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -1908,7 +1923,25 @@ source /home/myui/tmp/define-all.hive;
 </tbody>
 </table>
 <p>My recommendation is AROW for classification.
-<div id="page-footer"><hr><p><sub><font color="gray">
+<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>
@@ -1945,7 +1978,7 @@ Apache Hivemall is an effort undergoing incubation at The 
Apache Software Founda
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