Github user hhbyyh commented on the issue:

    https://github.com/apache/spark/pull/19599
  
    I used two ways to switch String params among different options:
    1. In NaiveBayes: convert StringParam and String constants to lowercase.
    2. in LinearRegression: .equalsIgnoreCase
    
    Currently most Spark algorithms use 1. 
    



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