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The Official Mahout FAQ
General
Algorithms
Apache Mahout is a suite of machine learning libraries designed to be scalable and robust
The name Mahout was original chosen for it's association with the Apache Hadoop project. A Mahout is a person who drives an elephant (hint: Hadoop's logo is an elephant.) We just wanted a name that complemented Hadoop but we see our project as a good driver of Hadoop in the sense that we will be using and testing it. We are not, however, implying that we are controlling Hadoop's development.
See http://ml-site.grantingersoll.com for old wiki and mailing list archives (all read-only)
See MAHOUT-335
We are interested in a wide variety of machine learning algorithms. Many of which are already implemented in Mahout. You can find them here .
There are many machine learning algorithms that we would like to have in Mahout, including some from the paper http://www.cs.stanford.edu/people/ang/papers/nips06-mapreducemulticore.pdf. If you have an algorithm or an improvement to an algorithm that you would like to implement, by all means submit a patch.