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myui pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/incubator-hivemall-site.git
The following commit(s) were added to refs/heads/asf-site by this push:
new e30fb6e Fixed ToC
e30fb6e is described below
commit e30fb6e9c22c05e418a640616e1e5fe713598f49
Author: Makoto Yui <[email protected]>
AuthorDate: Sat Jun 29 01:58:49 2019 +0900
Fixed ToC
---
userguide/ft_engineering/binning.html | 14 ++++++++------
1 file changed, 8 insertions(+), 6 deletions(-)
diff --git a/userguide/ft_engineering/binning.html
b/userguide/ft_engineering/binning.html
index c0102b3..5608e84 100644
--- a/userguide/ft_engineering/binning.html
+++ b/userguide/ft_engineering/binning.html
@@ -2382,10 +2382,11 @@
<!-- toc --><div id="toc" class="toc">
<ul>
-<li><a href="#data-preparation">Data Preparation</a><ul>
+<li><a href="#data-preparation">Data Preparation</a></li>
+<li><a href="#usage">Usage</a><ul>
<li><a href="#custom-rule-for-binning">Custom rule for binning</a></li>
-<li><a href="#binning-based-on-quantiles">Binning based on quantiles</a></li>
-<li><a href="#practical-example">Practical Example</a></li>
+<li><a href="#binning-based-on-quantiles">Binning based on Quantiles</a></li>
+<li><a href="#concrete-example">Concrete Example</a></li>
<li><a href="#create-a-mapping-table-by-feature-binning">Create a mapping
table by Feature Binning</a></li>
</ul>
</li>
@@ -2449,6 +2450,7 @@
</tr>
</tbody>
</table>
+<h1 id="usage">Usage</h1>
<h2 id="custom-rule-for-binning">Custom rule for binning</h2>
<p>You can provide a custom rule for binning as follows:</p>
<pre><code class="lang-sql"><span class="hljs-keyword">select</span>
@@ -2499,7 +2501,7 @@
</tr>
</tbody>
</table>
-<h2 id="binning-based-on-quantiles">Binning based on quantiles</h2>
+<h2 id="binning-based-on-quantiles">Binning based on Quantiles</h2>
<p>You can apply feature binning based on <a
href="https://en.wikipedia.org/wiki/Quantile"; target="_blank">quantiles</a>.
</p>
<p>Suppose converting <code>age</code> values into 3 bins:</p>
<pre><code class="lang-sql"><span class="hljs-keyword">SELECT</span>
@@ -2577,7 +2579,7 @@
ge:2","age:2","age:2","age:2"] ["age:3&
</tr>
</tbody>
</table>
-<h2 id="practical-example">Practical Example</h2>
+<h2 id="concrete-example">Concrete Example</h2>
<p>Here, we show a more practical usage of <code>feature_binning</code> UDF
that applied feature binning for given feature vectors.</p>
<pre><code class="lang-sql">WITH extracted as (
<span class="hljs-keyword">select</span>
@@ -2829,7 +2831,7 @@ 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
Binning","level":"3.4","depth":1,"next":{"title":"Feature
Paring","level":"3.5","depth":1,"path":"ft_engineering/pairing.md","ref":"ft_engineering/pairing.md","articles":[{"title":"Polynomial
features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]}]},"previous":{"title":"Feature
Selection","level":"3.3","depth":1,"path":"ft_engineering/selection.md","ref":"ft
[...]
+ gitbook.page.hasChanged({"page":{"title":"Feature
Binning","level":"3.4","depth":1,"next":{"title":"Feature
Paring","level":"3.5","depth":1,"path":"ft_engineering/pairing.md","ref":"ft_engineering/pairing.md","articles":[{"title":"Polynomial
features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]}]},"previous":{"title":"Feature
Selection","level":"3.3","depth":1,"path":"ft_engineering/selection.md","ref":"ft
[...]
});
</script>
</div>
