Github user mengxr commented on a diff in the pull request:

    https://github.com/apache/spark/pull/21483#discussion_r193785341
  
    --- Diff: python/pyspark/ml/__init__.py ---
    @@ -21,5 +21,11 @@
     """
     from pyspark.ml.base import Estimator, Model, Transformer, UnaryTransformer
     from pyspark.ml.pipeline import Pipeline, PipelineModel
    +from pyspark.ml import classification, clustering, evaluation, feature, 
fpm, \
    +    image, pipeline, recommendation, regression, stat, tuning, util
     
    -__all__ = ["Transformer", "UnaryTransformer", "Estimator", "Model", 
"Pipeline", "PipelineModel"]
    +__all__ = [
    +    "Transformer", "UnaryTransformer", "Estimator", "Model", "Pipeline", 
"PipelineModel",
    +    "base", "classification", "clustering", "evaluation", "feature", "fpm",
    +    "image", "pipeline", "recommendation", "regression", "stat", "tuning", 
"util",
    --- End diff --
    
    we should remove `pipeline` from default imports and add `linalg` and 
`param`. Basically, import public modules listed here: 
https://spark.apache.org/docs/latest/api/python/index.html.


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