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The Spark Python API (PySpark) exposes the apache-spark programming model to Python.

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Why is there a difference of "ML" vs "MLLIB" in Apache Spark's documentation?

You are right, mllib uses RDDs and ml uses dataframes. At the beginning, there was only mllib because dataframes did not exist in spark. In fact, ml is kind of the new mllib, if you are new to spark, …
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