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I'm going to use Microsoft Azure ML for some text analysis purposes such as keyword extraction and as the size of my input is big I want to know whether ML package actually uses the Hadoop (HDP) as its underlying layer or not? If not, how can I use the ML in combination with Hadoop?

Does Mahout have some text analysis tools?

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Well you have tagged Azure ML Studio so I am guessing you will be using the studio and not the service. If you do not know the differences, then do have a look at this tutorial

You can import data from Hive Query but Azure ML Studio does not use Hadoop. And it is not a package but a platform. You can probably make samples of data in different chunks. 

You can use Azure HDInsight to analyze streaming or historical data. 

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