zhengruifeng created SPARK-14027:
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             Summary: Add parameter check to GradientDescent
                 Key: SPARK-14027
                 URL: https://issues.apache.org/jira/browse/SPARK-14027
             Project: Spark
          Issue Type: Improvement
          Components: MLlib
            Reporter: zhengruifeng
            Priority: Minor


The following code should throw some exception, not just run successfully and 
return a model:

val data = MLUtils.loadLibSVMFile(sc, "/tmp/sample_libsvm_data.txt")
val model = LogisticRegressionWithSGD.train(data, -2, -0.01, 0.5)





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