ParamGridBuilder in Spark ML is used to:
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Short Explanation and Infographic
ParamGridBuilder enumerates hyperparameter combos for Spark tuning.
Full explanation below image
Full Explanation
Grids feed CrossValidator/TrainValidationSplit search.