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Spark, an Apache incubator project, is an open source distributed computing framework for advanced analytics in Hadoop. It's 100X faster than what they are able to achieve with MapReduce. Spark includes a machine learning library (MLLib), a graph engine (GraphX), a streaming analytics engine (Spark Streaming) and much more...
Currently, Spark supports programming interfaces for Scala, Java and Python. The R interface is under development and this is expected to be released in the first half of 2014.