(30) Is Mahout totally Hadoop focussed or is the community open to non-Hadoop implementations for shared memory machines? - Quora

Mahout is also open to performant single machine implementations. Examples of single machine solutions include a variety of recommender algorithms, logistic regression solved with SGD and Streaming k-means

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