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Hadoop (hadoop.apache.org/core/) is a tool that makes it easy to run programs on clusters. It uses the Map-Reduce framework: it distributes the computation over individual records (such as data points) over a cluster and then allows the results of that computation to be combined in a reduce step. There is a tutorial at hadoop.apache.org/core/docs/current/mapred_tutorial.html that goes over the basics of Hadoop operation.
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