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14_​Linear_​Regression_​with_​Spark

Linear Regression with Spark

This workflows trains and evaluates a linear regression model using spark.ml.

Reading the auto-MPG data, remove missing values, and partitioning into training /testing Linear regression model Create a localbig data envCreate aSpark DataFrame70 % Training30 % TestingRemovemissing HPRead auto-mpgTrain themodelApply trainedmodel to testdataEvaluate Create Local BigData Environment Table to Spark Spark Partitioning Missing Value Table Reader Spark LinearRegression Learner Spark Predictor(Regression) Spark NumericScorer Reading the auto-MPG data, remove missing values, and partitioning into training /testing Linear regression model Create a localbig data envCreate aSpark DataFrame70 % Training30 % TestingRemovemissing HPRead auto-mpgTrain themodelApply trainedmodel to testdataEvaluateCreate Local BigData Environment Table to Spark Spark Partitioning Missing Value Table Reader Spark LinearRegression Learner Spark Predictor(Regression) Spark NumericScorer

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