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- The Apache Software Foundation
-
-Derived from: Open for Business Project Website
- 
- 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,
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----
-layout: default
-title: Downloads
-theme:
-    name: retro-mahout
----
-
-# What is Apache Mahout?
-## The Apache Mahout™ project's goal is to build an environment for quickly 
creating scalable performant machine learning applications.
-
-  <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 0.12.2 has</h4>
-    <h6>Apache Mahout Samsara Environment includes</h6>
-    <ul>
-      <li>Distributed Algebraic optimizer</li>
-      <li>R-Like DSL Scala API</li>
-      <li>Linear algebra operations</li>
-      <li>Ops are extensions to Scala</li>
-      <li>IScala REPL based interactive shell</li>
-      <li>Integrates with compatible libraries like MLLib</li>
-      <li>Runs on distributed Spark, H2O, and Flink</li>
-      <li>fastutil to speed up sparse matrix and vector computations</li>
-      <li>Matrix to tsv conversions for integration with Apache Zeppelin</li>
-    </ul>
-    <h6>Apache Mahout Samsara Algorithms included</h6>
-    <ul>
-      <li>Stochastic Singular Value Decomposition (ssvd, dssvd)</li>
-      <li>Stochastic Principal Component Analysis (spca, dspca)</li>
-      <li>Distributed Cholesky QR (thinQR) </li>
-      <li>Distributed regularized Alternating Least Squares (dals)</li>
-      <li>Collaborative Filtering: Item and Row Similarity</li>
-      <li>Naive Bayes Classification</li>
-      <li>Distributed and in-core</li>
-    </ul>
-  </div>
-
-**Apache Mahout software** provides three major features:
-- A simple and extensible programming environment and framework for building 
scalable algorithms
-- A wide variety of premade algorithms for Scala + Apache Spark, H2O, Apache 
Flink
-- Samsara, a vector math experimentation environment with R-like syntax which 
works at scale
-
-
-Read an [Overview of programming a Mahout Samsara Application][1], 
-learn [How To Contribute to Mahout][2],
-[report an issue, bug, or suggestion][3] in our JIRA, 
-see the [Samsara bindings for Scala and Spark][4],
-and [contact us on our mailing lists][5].
-
-#### 13 May 2017 - Apache Mahout website beta release
-
-Docs available [here](http://mahout.apache.org/docs/0.13.1-SNAPSHOT)
-
-#### 17 April 2017 - Apache Mahout 0.13.0 released
-
-Mahout 0.13.0 includes 
-
-* In-core matrices backed by ViennaCL [3] providing in some cases speedups
-of an order of magnitude.
-* A JavaCPP bridge to native/GPU operations in ViennaCL
-* Distributed GPU Matrix-Matrix and Matrix-Vector multiplication on Spark
-* Distributed OpenMP Matrix-Matrix and Matrix-Vector multiplication on Spark
-* Sparse and dense matrix GPU-backed support.
-* Fault tolerance by falling back to Mahout JVM counterpart of new solvers
-in the case of failure on GPU or OpenMP
-* A new scikit-learn-like framework for algorithms with the goal for
-creating a consistent API for various machine-learning algorithms and an
-orderly package structure for grouping regression, classification,
-clustering, and pre-processing algorithms together
-* New DRM wrappers in Spark Bindings making it more convenient to create
-DRMs from MLLib RDDs and DataFrames
-* MahoutConversions adds Scala-like compatibility to Vectors introducing
-methods such as toArray() and toMap()
-
-#### 13 Jun 2016 - Apache Mahout 0.12.2 released
-
-Mahout 0.12.2 is a minor release following 0.12.1 that provides Matrix exports 
for Apache Zeppelin integration along with a few minor bug fixes and dependency 
upgrades. 
-
- 
-#### 19 May 2016 - "Visualizing Apache Mahout in R via Apache Zeppelin" posted
-<p>A tutorial on connecting Mahout, R, Spark, and Zeppelin by <a 
href="https://trevorgrant.org/2016/05/19/visualizing-apache-mahout-in-r-via-apache-zeppelin-incubating";
 target="_blank">Trevor Grant</a> showing how to plot results in Apache 
Zeppelin.</p>
-
-#### 18 May 2016 - Apache Mahout 0.12.1 released 
-
-Mahout 0.12.1 is a minor release following 0.12.0 that fixes issues in the 
newly added Flink backend and supports Flink 1.0.3.
-
-
-#### **11 Apr 2016 - Apache Mahout 0.12.0 released**
-
-The Mahout 0.12.0 release marks a major milestone for the “Samsara” 
environment’s goal of providing an engine neutral math platform by now 
supporting Flink.  While still experimental, the mahout Flink bindings now 
offer all of the R-Like semantics for linear algebra operations, matrix 
decompositions, and algorithms of the “Samsara” platform for execution on a 
Flink back-end.
-
- 
-#### **12 Mar 2016 - Apache Mahout 0.11.2 released**
-**Apache Mahout introduces a new math environment called** 
[**Samsara**](http://mahout.apache.org/users/sparkbindings/home.html), 
-    for its theme of universal renewal. It reflects a fundamental rethinking 
of how scalable machine learning 
-    algorithms are built and customized. Mahout-Samsara is here to help people 
create their own math while providing
-    some off-the-shelf algorithm implementations. At its core are general 
linear algebra and statistical operations 
-   along with the data structures to support them. You can use is as a library 
or customize it in Scala with Mahout-specific extensions 
-   that look something like R. 
-   Mahout-Samsara comes with an interactive shell that runs distributed 
operations on an Apache Spark cluster. 
-   This make prototyping or task submission much easier and allows users to 
customize algorithms with
-   a whole new degree of freedom.
-
-  [**Mahout 
Algorithms**](http://mahout.apache.org/users/basics/algorithms.html) include 
many new 
-    implementations built for speed on Mahout-Samsara. They run on Spark 1.3+, 
Flink 1.0.1, and some on H2O, which means as 
-    much as a 10x speed increase. You’ll find robust matrix decomposition 
algorithms as well as a **[Naive Bayes][6]** 
-   classifier and collaborative filtering. The new spark-itemsimilarity 
enables the next generation of **[cooccurrence 
-   recommenders][7]** that can use entire user click streams and context in 
making recommendations.
-
-  Our [release notes](http://mahout.apache.org/general/release-notes.html) 
have details. Interested in helping? Join the <a 
href="https://mahout.apache.org/general/mailing-lists,-irc-and-archives.html";>Mailing
 lists</a>.
-
-# Mahout News
-
-#### 13 May 2017 - Apache Mahout website beta release
-
-Docs available [here](http://mahout.apache.org/docs/0.13.1-SNAPSHOT)
-
-#### 17 April 2017 - Apache Mahout 0.13.0 released
-
-#### 13 June 2016 - Apache Mahout 0.12.2 released
-
-#### 18 May 2016 - Apache Mahout 0.12.1 released
-
-#### 11 April 2016 - Apache Mahout 0.12.0 released
-
-#### 12 March 2016 - Apache Mahout 0.11.2 released
-
-#### 23 February 2016 - New Apache Mahout Book - "Apache Mahout: Beyond 
MapReduce" by D.Lyubimov and A.Palumbo released. See 
[link](http://www.weatheringthroughtechdays.com/2016/02/mahout-samsara-book-is-out.html)
 Mahout "Samsara" Book Is Out
-
-#### 6 November 2015 - Apache Mahout 0.11.1 released
-
-#### 7 August 2015 - Apache Mahout 0.11.0 released
-
-#### 6 August 2015 - Apache Mahout 0.10.2 released
-
-#### 31 May 2015 - Apache Mahout 0.10.1 released
-
-#### 11 April 2015 - Apache Mahout 0.10.0 released
-
-#### 1 February 2014 - Apache Mahout 0.9 released
-
-Visit our [release 
notes](http://svn.apache.org/viewvc/mahout/trunk/CHANGELOG?view=markup&pathrev=1563661)
 page for details.
-
-
-
-####25 July 2013 - Apache Mahout 0.8 released
-
-Visit our [release notes](http://mahout.apache.org/general/release-notes.html) 
page for details.
-
-#### 16 June 2012 - Apache Mahout 0.7 released
-
-Visit our [release notes](http://mahout.apache.org/general/release-notes.html) 
page for details.
-
-#### 6 Feb 2012 - Apache Mahout 0.6 released
-
-Visit our [release notes](http://mahout.apache.org/general/release-notes.html) 
page for details.
-
-#### 9 Oct 2011 - Mahout in Action released
-
-The book *Mahout in Action* is available in print. Sean Owen, Robin Anil, Ted 
Dunning and Ellen Friedman thank the community (especially those who were 
reviewers) for input during the process and hope it is enjoyable.
-
-Find *Mahout in Action* at your favorite bookstore, or [order print and eBook 
copies from Manning](http://manning.com/owen/) -- use discount code "mahout37" 
for 37% off.
-
-
-  [1]: http://mahout.apache.org/users/environment/how-to-build-an-app.html
-  [2]: http://mahout.apache.org/developers/how-to-contribute.html
-  [3]: http://mahout.apache.org/developers/issue-tracker.html
-  [4]: http://mahout.apache.org/users/sparkbindings/home.html
-  [5]: http://mahout.apache.org/general/mailing-lists,-irc-and-archives.html
-  [6]: http://mahout.apache.org/users/algorithms/spark-naive-bayes.html
-  [7]: http://mahout.apache.org/users/algorithms/intro-cooccurrence-spark.html
\ No newline at end of file

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