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authorPatrick Wendell <pwendell@apache.org>2014-09-11 21:06:59 +0000
committerPatrick Wendell <pwendell@apache.org>2014-09-11 21:06:59 +0000
commit7cb8327dcadcaf0a266af08a2fc0feed0d410b10 (patch)
treeaafd4750ada49a71ce2baeae0f2077e971af6026 /site/mllib
parent56c37c5bcc8422303ee78fc784531322b5850e2b (diff)
downloadspark-website-7cb8327dcadcaf0a266af08a2fc0feed0d410b10.tar.gz
spark-website-7cb8327dcadcaf0a266af08a2fc0feed0d410b10.tar.bz2
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New format for downloads page.
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-rw-r--r--site/mllib/index.html31
1 files changed, 15 insertions, 16 deletions
diff --git a/site/mllib/index.html b/site/mllib/index.html
index 6da0205d6..4ac0dde7a 100644
--- a/site/mllib/index.html
+++ b/site/mllib/index.html
@@ -48,6 +48,11 @@
<body>
+<script src="https://code.jquery.com/jquery.js"></script>
+<script src="//netdna.bootstrapcdn.com/bootstrap/3.0.3/js/bootstrap.min.js"></script>
+<script src="/js/lang-tabs.js"></script>
+<script src="/js/downloads.js"></script>
+
<div class="container" style="max-width: 1200px;">
<div class="masthead">
@@ -186,9 +191,9 @@
points = spark.textFile(<span class="string">"hdfs://..."</span>)<br />
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;.<span class="sparkop">map</span>(<span class="closure">parsePoint</span>)<br />
<br />
- model = KMeans.<span class="sparkop">train</span>(points, k=10)
+ model = KMeans.<span class="sparkop">train</span>(points)
</div>
- <div class="caption">Calling MLlib in Python</div>
+ <div class="caption">Calling MLlib in Scala</div>
</div>
</div>
</div>
@@ -242,18 +247,16 @@
<div class="col-md-4 col-padded">
<h3>Algorithms</h3>
<p>
- MLlib 1.1 contains the following algorithms:
+ MLlib 0.9 contains the following algorithms:
</p>
<ul class="list-narrow">
- <li>linear SVM and logistic regression</li>
- <li>classification and regression tree</li>
- <li>k-means clustering</li>
- <li>recommendation via alternating least squares</li>
- <li>singular value decomposition</li>
- <li>linear regression with L<sub>1</sub>- and L<sub>2</sub>-regularization</li>
- <li>multinomial naive Bayes</li>
- <li>basic statistics</li>
- <li>feature transformations</li>
+ <li>K-means clustering with <a href="http://theory.stanford.edu/~sergei/papers/vldb12-kmpar.pdf">K-means|| initialization</a>.</li>
+ <li>L<sub>1</sub>- and L<sub>2</sub>-regularized <a href="http://en.wikipedia.org/wiki/Linear_regression">linear regression</a>.</li>
+ <li>L<sub>1</sub>- and L<sub>2</sub>-regularized <a href="http://en.wikipedia.org/wiki/Logistic_regression">logistic regression</a>.</li>
+ <li><a href="http://www.hpl.hp.com/personal/Robert_Schreiber/papers/2008%20AAIM%20Netflix/netflix_aaim08(submitted).pdf">Alternating least squares</a> collaborative filtering, with explicit
+ ratings or <a href="http://www2.research.att.com/~yifanhu/PUB/cf.pdf">implicit feedback</a>.</li>
+ <li><a href="http://en.wikipedia.org/wiki/Naive_Bayes_classifier">Naive Bayes</a> multinomial classification.</li>
+ <li>Stochastic gradient descent.</li>
</ul>
<p>Refer to the <a href="/docs/latest/mllib-guide.html">MLlib guide</a> for usage examples.</p>
</div>
@@ -311,9 +314,5 @@
</div>
-<script src="https://code.jquery.com/jquery.js"></script>
-<script src="//netdna.bootstrapcdn.com/bootstrap/3.0.3/js/bootstrap.min.js"></script>
-<script src="/js/lang-tabs.js"></script>
-
</body>
</html>