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Posted to commits@hivemall.apache.org by my...@apache.org on 2016/11/17 12:18:52 UTC

[09/12] incubator-hivemall-site git commit: Fixed links in the user guide

http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/eval/datagen.html
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diff --git a/userguide/eval/datagen.html b/userguide/eval/datagen.html
index e9db363..177be32 100644
--- a/userguide/eval/datagen.html
+++ b/userguide/eval/datagen.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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+            gitbook.page.hasChanged({"page":{"title":"Data Generation","level":"4.2","depth":1,"next":{"title":"Logistic Regression data generation","level":"4.2.1","depth":2,"path":"eval/lr_datagen.md","ref":"eval/lr_datagen.md","articles":[]},"previous":{"title":"Statistical evaluation of a prediction model","level":"4.1","depth":1,"path":"eval/stat_eval.md","ref":"eval/stat_eval.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"https://github.com/apache/incubator-hivemall/"},"splitter":{},
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 </div>

http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/eval/lr_datagen.html
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diff --git a/userguide/eval/lr_datagen.html b/userguide/eval/lr_datagen.html
index 0c9ce90..0e44f13 100644
--- a/userguide/eval/lr_datagen.html
+++ b/userguide/eval/lr_datagen.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 +1664,17 @@
   specific language governing permissions and limitations
   under the License.
 -->
-<p><em>Note this feature is supported on hivemall v0.2-alpha3 or later.</em></p>
+<!-- toc --><div id="toc" class="toc">
+
+<ul>
+<li><a href="#create-a-dual-table">create a dual table</a></li>
+<li><a href="#sparse-dataset-generation-by-a-single-task">Sparse dataset generation by a single task</a></li>
+<li><a href="#classification-dataset-generation">Classification dataset generation</a></li>
+<li><a href="#dense-dataset-generation">Dense dataset generation</a></li>
+<li><a href="#parallel-and-scalable-data-generation-using-multiple-reducers-recommended">Parallel and scalable data generation using multiple reducers (RECOMMENDED)</a></li>
+</ul>
+
+</div><!-- tocstop -->
 <h1 id="create-a-dual-table">create a dual table</h1>
 <p>Create a <a href="http://en.wikipedia.org/wiki/DUAL_table" target="_blank">dual table</a> as follows:</p>
 <pre><code class="lang-sql"><span class="hljs-keyword">CREATE</span> <span class="hljs-keyword">TABLE</span> dual (
@@ -1660,10 +1685,10 @@
 <h1 id="sparse-dataset-generation-by-a-single-task">Sparse dataset generation by a single task</h1>
 <pre><code class="lang-sql"><span class="hljs-keyword">create</span> <span class="hljs-keyword">table</span> regression_data1
 <span class="hljs-keyword">as</span>
-<span class="hljs-keyword">select</span> lr_datagen(<span class="hljs-string">&quot;-n_examples 10k -n_features 10 -seed 100&quot;</span>) <span class="hljs-keyword">as</span> (label,features)
+<span class="hljs-keyword">select</span> lr_datagen(<span class="hljs-string">&apos;-n_examples 10k -n_features 10 -seed 100&apos;</span>) <span class="hljs-keyword">as</span> (label,features)
 <span class="hljs-keyword">from</span> dual;
 </code></pre>
-<p>Find the details of the option in <a href="https://github.com/myui/hivemall/blob/master/core/src/main/java/hivemall/dataset/LogisticRegressionDataGeneratorUDTF.java#L69" target="_blank">LogisticRegressionDataGeneratorUDTF.java</a>.</p>
+<p>Find the details of the option, run <code>lr_datagen(&apos;-help&apos;)</code>.</p>
 <p>You can generate a sparse dataset as well as a dense dataset. By the default, a sparse dataset is generated.</p>
 <pre><code class="lang-sql">hive&gt; desc regression_data1;
 OK
@@ -1727,7 +1752,25 @@ hive&gt; select count(1) from lrdata1k;
 OK
 1000
 </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>
@@ -1764,7 +1807,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
     <script>
         var gitbook = gitbook || [];
         gitbook.push(function() {
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 ome":"http://hivemall.incubator.apache.org/"}},"gitbook":"3.x.x","description":"User Manual for Apache Hivemall"},"file":{"path":"eval/lr_datagen.md","mtime":"2016-11-12T07:18:00.000Z","type":"markdown"},"gitbook":{"version":"3.2.2","time":"2016-11-14T10:40:22.987Z"},"basePath":"..","book":{"language":""}});
+            gitbook.page.hasChanged({"page":{"title":"Logistic Regression data generation","level":"4.2.1","depth":2,"next":{"title":"a9a Tutorial","level":"5.1","depth":1,"path":"binaryclass/a9a.md","ref":"binaryclass/a9a.md","articles":[{"title":"Data preparation","level":"5.1.1","depth":2,"path":"binaryclass/a9a_dataset.md","ref":"binaryclass/a9a_dataset.md","articles":[]},{"title":"Logistic Regression","level":"5.1.2","depth":2,"path":"binaryclass/a9a_lr.md","ref":"binaryclass/a9a_lr.md","articles":[]},{"title":"Mini-batch Gradient Descent","level":"5.1.3","depth":2,"path":"binaryclass/a9a_minibatch.md","ref":"binaryclass/a9a_minibatch.md","articles":[]}]},"previous":{"title":"Data Generation","level":"4.2","depth":1,"path":"eval/datagen.md","ref":"eval/datagen.md","articles":[{"title":"Logistic Regression data generation","level":"4.2.1","depth":2,"path":"eval/lr_datagen.md","ref":"eval/lr_datagen.md","articles":[]}]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","g
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 ome":"http://hivemall.incubator.apache.org/"}},"gitbook":"3.x.x","description":"User Manual for Apache Hivemall"},"file":{"path":"eval/lr_datagen.md","mtime":"2016-11-17T10:06:39.000Z","type":"markdown"},"gitbook":{"version":"3.2.2","time":"2016-11-17T12:16:14.647Z"},"basePath":"..","book":{"language":""}});
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 </div>

http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/eval/stat_eval.html
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diff --git a/userguide/eval/stat_eval.html b/userguide/eval/stat_eval.html
index 8b10b67..4a3e6bb 100644
--- a/userguide/eval/stat_eval.html
+++ b/userguide/eval/stat_eval.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 +1664,16 @@
   specific language governing permissions and limitations
   under the License.
 -->
-<p>Using the <a href="https://github.com/myui/hivemall/wiki/E2006-tfidf-regression-evaluation-(PA,-AROW" target="_blank">E2006 tfidf regression example</a>), we explain how to evaluate the prediction model on Hive.</p>
+<p>Using the <a href="../regression/e2006_arow.html">E2006 tfidf regression example</a>, we explain how to evaluate the prediction model on Hive.</p>
+<!-- toc --><div id="toc" class="toc">
+
+<ul>
+<li><a href="#scoring-by-evaluation-metrics">Scoring by evaluation metrics</a></li>
+<li><a href="#logarithmic-loss">Logarithmic Loss</a></li>
+<li><a href="#references">References</a></li>
+</ul>
+
+</div><!-- tocstop -->
 <h1 id="scoring-by-evaluation-metrics">Scoring by evaluation metrics</h1>
 <pre><code class="lang-sql"><span class="hljs-keyword">select</span> <span class="hljs-keyword">avg</span>(actual), <span class="hljs-keyword">avg</span>(predicted) <span class="hljs-keyword">from</span> e2006tfidf_pa2a_submit;
 </code></pre>
@@ -1697,16 +1721,33 @@
 <blockquote>
 <p>1.9610366706408238    1.9610366706408238</p>
 </blockquote>
-<p>--
-<strong>References</strong></p>
+<h1 id="references">References</h1>
 <ul>
 <li>R2 <a href="http://en.wikipedia.org/wiki/Coefficient_of_determination" target="_blank">http://en.wikipedia.org/wiki/Coefficient_of_determination</a></li>
-<li>Evaluation Metrics <a href="https://www.kaggle.com/wiki/Metrics" target="_blank">https://www.kaggle.com/wiki/Metrics</a>
-<div id="page-footer"><hr><p><sub><font color="gray">
+<li>Evaluation Metrics <a href="https://www.kaggle.com/wiki/Metrics" target="_blank">https://www.kaggle.com/wiki/Metrics</a></li>
+</ul>
+<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></li>
-</ul>
+</div></p>
 
                                 
                                 </section>
@@ -1740,7 +1781,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
     <script>
         var gitbook = gitbook || [];
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+            gitbook.page.hasChanged({"page":{"title":"Statistical evaluation of a prediction model","level":"4.1","depth":1,"next":{"title":"Data Generation","level":"4.2","depth":1,"path":"eval/datagen.md","ref":"eval/datagen.md","articles":[{"title":"Logistic Regression data generation","level":"4.2.1","depth":2,"path":"eval/lr_datagen.md","ref":"eval/lr_datagen.md","articles":[]}]},"previous":{"title":"Quantify non-number features","level":"3.4.2","depth":2,"path":"ft_engineering/quantify.md","ref":"ft_engineering/quantify.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasiz
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/ft_engineering/ft_trans.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/ft_trans.html b/userguide/ft_engineering/ft_trans.html
index 8884275..c7add5b 100644
--- a/userguide/ft_engineering/ft_trans.html
+++ b/userguide/ft_engineering/ft_trans.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/ft_engineering/hashing.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/hashing.html b/userguide/ft_engineering/hashing.html
index 364fdc8..a253ece 100644
--- a/userguide/ft_engineering/hashing.html
+++ b/userguide/ft_engineering/hashing.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>
+    
 
     
         
@@ -1649,9 +1664,10 @@
   specific language governing permissions and limitations
   under the License.
 -->
-<p>Hivemall supports <a href="https://github.com/myui/hivemall/wiki/Feature-hashing" target="_blank">Feature Hashing</a> (a.k.a. hashing trick) through <code>feature_hashing</code> and <code>mhash</code> functions. 
+<p>Hivemall supports <a href="https://en.wikipedia.org/wiki/Feature_hashing" target="_blank">Feature Hashing</a> (a.k.a. hashing trick) through <code>feature_hashing</code> and <code>mhash</code> functions. 
 Find the differences in the following examples.</p>
-<p><em>Note: <code>feature_hashing</code> UDF is supported since Hivemall <code>v0.4.2-rc.1</code>.</em></p>
+<!-- toc --><div id="toc" class="toc">
+
 <h2 id="featurehashing-function"><code>feature_hashing</code> function</h2>
 <p><code>feature_hashing</code> applies MurmuerHash3 hashing to features. </p>
 <pre><code class="lang-sql">select feature_hashing(&apos;aaa&apos;);
@@ -1729,11 +1745,29 @@ select mhash(&apos;aaa&apos;,${num_features});
 <pre><code class="lang-sql">select mhash(array(&apos;bbb&apos;,&apos;aaa&apos;));
 &gt; 3874068
 </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>
-
+</div>
                                 
                                 </section>
                             
@@ -1766,7 +1800,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
     <script>
         var gitbook = gitbook || [];
         gitbook.push(function() {
-            gitbook.page.hasChanged({"page":{"title":"Feature Hashing","level":"3.2","depth":1,"next":{"title":"TF-IDF calculation","level":"3.3","depth":1,"path":"ft_engineering/tfidf.md","ref":"ft_engineering/tfidf.md","articles":[]},"previous":{"title":"Feature Scaling","level":"3.1","depth":1,"path":"ft_engineering/scaling.md","ref":"ft_engineering/scaling.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"https://github.com/apache/incubator-hivemall/"},"splitter":{},"search":{},"downloadp
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+            gitbook.page.hasChanged({"page":{"title":"Feature Hashing","level":"3.2","depth":1,"next":{"title":"TF-IDF calculation","level":"3.3","depth":1,"path":"ft_engineering/tfidf.md","ref":"ft_engineering/tfidf.md","articles":[]},"previous":{"title":"Feature Scaling","level":"3.1","depth":1,"path":"ft_engineering/scaling.md","ref":"ft_engineering/scaling.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"https://github.com/apache/incubator-hivemall/"},"splitter":{},"search":{},"downloadp
 df":{"base":"https://github.com/apache/incubator-hivemall/docs/gitbook","label":"PDF","multilingual":false},"multipart":{},"localized-footer":{"filename":"FOOTER.md"},"lunr":{"maxIndexSize":1000000,"ignoreSpecialCharacters":false},"katex":{},"fontsettings":{"theme":"white","family":"sans","size":2,"font":"sans"},"highlight":{},"codeblock-filename":{},"sitemap":{"hostname":"http://hivemall.incubator.apache.org/"},"theme-api":{"languages":[],"split":false,"theme":"dark"},"sharing":{"facebook":true,"twitter":true,"google":false,"weibo":false,"instapaper":false,"vk":false,"all":["facebook","google","twitter","weibo","instapaper"]},"edit-link":{"label":"Edit","base":"https://github.com/apache/incubator-hivemall/docs/gitbook"},"theme-default":{"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"showLevel":true},"anchorjs":{"selector":"h1,h2,h3,*:not(.callout) > h4,h5"},"to
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 </div>

http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/ft_engineering/quantify.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/quantify.html b/userguide/ft_engineering/quantify.html
index d3228a6..8a5d9bf 100644
--- a/userguide/ft_engineering/quantify.html
+++ b/userguide/ft_engineering/quantify.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>
+    
 
     
         
@@ -1797,7 +1812,25 @@ y                       int
 9       [52,8,0,1,0,1466,1,1,0,20,9,150,1,0,0,0]
 10      [32,2,0,0,0,6217,0,1,0,18,9,486,2,181,2,1]
 </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>
@@ -1834,7 +1867,7 @@ 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/ft_engineering/scaling.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/scaling.html b/userguide/ft_engineering/scaling.html
index 02ab9cc..0c375ae 100644
--- a/userguide/ft_engineering/scaling.html
+++ b/userguide/ft_engineering/scaling.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>
+    
 
     
         
@@ -1801,7 +1816,25 @@ quantative_norm <span class="hljs-keyword">as</span> (
 )
 ...
 </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>
@@ -1838,7 +1871,7 @@ 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/ft_engineering/tfidf.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/tfidf.html b/userguide/ft_engineering/tfidf.html
index d11d9a6..e442a66 100644
--- a/userguide/ft_engineering/tfidf.html
+++ b/userguide/ft_engineering/tfidf.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>
+    
 
     
         
@@ -1779,7 +1794,25 @@ dy:0.026135361945200226&quot;]
 .04200326112968063&quot;,&quot;judgement:0.035169554338885474&quot;,&quot;apply:0.035169554338885474&quot;,&quot;disposition:0.035169554338
 885474&quot;,&quot;given:0.035169554338885474&quot;
 ...
-</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>
@@ -1816,7 +1849,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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         var gitbook = gitbook || [];
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+            gitbook.page.hasChanged({"page":{"title":"TF-IDF calculation","level":"3.3","depth":1,"next":{"title":"FEATURE TRANSFORMATION","level":"3.4","depth":1,"path":"ft_engineering/ft_trans.md","ref":"ft_engineering/ft_trans.md","articles":[{"title":"Vectorize Features","level":"3.4.1","depth":2,"path":"ft_engineering/vectorizer.md","ref":"ft_engineering/vectorizer.md","articles":[]},{"title":"Quantify non-number features","level":"3.4.2","depth":2,"path":"ft_engineering/quantify.md","ref":"ft_engineering/quantify.md","articles":[]}]},"previous":{"title":"Feature Hashing","level":"3.2","depth":1,"path":"ft_engineering/hashing.md","ref":"ft_engineering/hashing.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/68241a08/userguide/ft_engineering/vectorizer.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/vectorizer.html b/userguide/ft_engineering/vectorizer.html
index 0078307..209844c 100644
--- a/userguide/ft_engineering/vectorizer.html
+++ b/userguide/ft_engineering/vectorizer.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>
+    
 
     
         
@@ -1686,7 +1701,25 @@ limit 2;
 &gt; 1       [&quot;age:39.0&quot;,&quot;job#blue-collar&quot;,&quot;marital#married&quot;,&quot;education#secondary&quot;,&quot;default#no&quot;,&quot;balance:1756.0&quot;,&quot;housing#yes&quot;,&quot;loan#no&quot;,&quot;contact#cellular&quot;,&quot;day:3.0&quot;,&quot;month#apr&quot;,&quot;duration:939.0&quot;,&quot;campaign:1.0&quot;,&quot;pdays:-1.0&quot;,&quot;poutcome#unknown&quot;]   1
 &gt; 2       [&quot;age:51.0&quot;,&quot;job#entrepreneur&quot;,&quot;marital#married&quot;,&quot;education#primary&quot;,&quot;default#no&quot;,&quot;balance:1443.0&quot;,&quot;housing#no&quot;,&quot;loan#no&quot;,&quot;contact#cellular&quot;,&quot;day:18.0&quot;,&quot;month#feb&quot;,&quot;duration:172.0&quot;,&quot;campaign:10.0&quot;,&quot;pdays:-1.0&quot;,&quot;poutcome#unknown&quot;]   1
 </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.
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@@ -1723,7 +1756,7 @@ 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/getting_started/index.html
----------------------------------------------------------------------
diff --git a/userguide/getting_started/index.html b/userguide/getting_started/index.html
index 1a90993..90abc3b 100644
--- a/userguide/getting_started/index.html
+++ b/userguide/getting_started/index.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>
+    
 
     
         
@@ -1650,7 +1665,25 @@
   under the License.
 -->
 <h1 id="summary">Summary</h1>
-<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>
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