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# MLeap on SQL Server Big Data cluster
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This folder shows how we can build a model with [Spark ML](https://spark.apache.org/docs/latest/ml-guide.html), export the model to [MLeap](mleap-docs.combust.ml/), and score the model in SQL Server with its [Java Language Extension](https://docs.microsoft.com/en-us/sql/language-extensions/language-extensions-overview?view=sqlallproducts-allversions)
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![Train_Score_Export_with_Spark.jpg](Train_Score_Export_with_Spark.jpg)
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## Model training with Spark ML
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In this sample code, AdultCensusIncome.csv is used to build a Spark ML pipeline model. We can [download the dataset from internet](mleap_sql_test/setup.sh#L11) and [put it on HDFS on a SQL BDC cluster](mleap_sql_test/setup.sh#L12) so that it can be accessed by Spark.
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