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The Apache Mahout™ machine learning library's goal is to build scalable machine learning libraries.

First, Mahout is an open source machine learning library from Apache. The algorithms it implements fall under the broad umbrella of machine learning or collective intelligence. This can mean many things, but at the moment for Mahout it means primarily recommender engines (collaborative filtering), clustering, and classification.

It’s also scalable. Mahout aims to be the machine learning tool of choice when the collection of data to be processed is very large, perhaps far too large for a single machine. In its current incarnation, these scalable machine learning implementations in Mahout are written in Java, and some portions are built upon Apache’s Hadoop distributed computation project.

Finally, it’s a Java library. It doesn’t provide a user interface, a prepackaged server, or an installer. It’s a framework of tools intended to be used and adapted by developers.

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