Author: buildbot
Date: Sat Apr 11 22:21:17 2015
New Revision: 947214
Log:
Staging update by buildbot for mahout
Modified:
websites/staging/mahout/trunk/content/ (props changed)
websites/staging/mahout/trunk/content/index.html
Propchange: websites/staging/mahout/trunk/content/
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--- cms:source-revision (original)
+++ cms:source-revision Sat Apr 11 22:21:17 2015
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Modified: websites/staging/mahout/trunk/content/index.html
==============================================================================
--- websites/staging/mahout/trunk/content/index.html (original)
+++ websites/staging/mahout/trunk/content/index.html Sat Apr 11 22:21:17 2015
@@ -261,19 +261,27 @@
<p><div class="highlights">
<a href="http://mahout.apache.org/general/downloads.html"><img
src="http://mahout.apache.org/images/download-mahout.png"/></a>
- <h4>Latest release version 0.9 has</h4>
+ <h4>Latest release version 0.10.0 has</h4>
+ <h6>Mahout Samsara Environment</h3>
<ul>
- <li>User and Item based recommenders</li>
- <li>Matrix factorization based recommenders</li>
- <li>K-Means, Fuzzy K-Means clustering</li>
- <li>Latent Dirichlet Allocation</li>
- <li>Singular Value Decomposition</li>
- <li>Logistic regression classifier</li>
- <li>(Complementary) Naive Bayes classifier</li>
- <li>Random forest classifier</li>
- <li>High performance java collections</li>
+ <li>Spark and H2O back end Bindings</li>
+ <li>Distributed BLAS optimizer</li>
+ <li>R-Like operators, e.g. A.t %*% A, which performs an optimized
âthinâ AâA</li>
+ <li>Linear algebra operations, multiply, transpose, slice, row and
column iterators</li>
+ <li>Packaged as extensions to Scala</li>
+ <li>Includes a Scala REPL based interactive shell that runs on Spark</li>
+ <li>Integrates with compatible libraries like MLLib</li>
<li>A vibrant community</li>
</ul>
+ <h6>Mahout Samsara based Algorithms</h6>
+ <ul>
+ <li>Distributed and in-core: Stochastic Singular Value Decomposition
(SSVD)</li>
+ <li>Distributed Principal Component Analysis (PCA)</li>
+ <li>Distributed Cholesky QR Reduction (QR)</li>
+ <li>Distributed Alternating Least Squares decomposition (ALS)</li>
+ <li>Collaborative Filtering: Item and Row Similarity based on
cooccurrence and supporting multimodal user actions</li>
+ <li>Naive Bayes Classification</li>
+ </ul>
</div>
<p>With scalable we mean:</p>
<p><strong>Scalable to large data sets</strong>. Our <a
href="http://mahout.apache.org/users/basics/algorithms.html">core
algorithms</a> for clustering, classfication and collaborative filtering are
implemented on top of scalable, distributed systems. However, contributions
that run on a single machine are welcome as well.</p>