GabeChurch commented on issue #24509: [SPARK-27621][ML] Linear Regression - 
validate training related params such as loss only during fitting phase
URL: https://github.com/apache/spark/pull/24509#issuecomment-593568421
 
 
   I have a fix for this issue for anyone else who runs into it when re-loading 
a model. It seems like the default option should be saved in the params map but 
is not. So load your model as follows. 
   
   `
   val lrModel = LinearRegressionModel.load("/you_model_path")
   //can view your model params with 
   // lrModel.extractParamMap
   lrModel.set(lrModel.loss, "squaredError")
   `

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