R Server on HDInsight cluster allows R scripts to use Spark and MapReduce to run distributed computations. You can develop a model and operationalize the model to make predictions by configuring Edge Node as One-Box.
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Microsoft: Using Microsoft R Server Operationalization on HDInsight
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