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Apache Spark for Data Science Cookbook by Padma Priya Chitturi

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Features

Sparkling Water provides transparent integration for the H2O engine and its machine learning algorithms into Spark platforms, which enables the following:

  • Use of H2O algorithms in the Spark workflow
  • Transformation between H2O and Spark data structures
  • Use of Spark RDDs and DataFrames as input for H2O algorithms
  • Use of H2O frames as input for MLlib algorithms
  • Transparent execution of Sparkling Water applications on top of Spark

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