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Microsoft is delivering a preview its HDInsight big-data service on Azure available to Linux users, and is making its machine-learning service generally available.



From All About Microsoft:
Like its Windows counterpart, the HDInsight on Linux service is built on top of the Hortonworks Data Platform (HDP). HDInsight includes full compatibility with Apache Hadoop, as well as integration with Microsoft's own business-intelligence tools, such as Excel, SQL Server and PowerBI. And as it does with the Windows version, Microsoft plans to contribute back code it developed for the Linux HDInsight version to the Apache community, company officials said.

Update: The only version of Linux that is currently supported with HDInsight is Ubuntu (in a virtual machine), which is supported by Canonical.
  Microsoft makes its Hadoop on Azure service available to Linux users