Pandas API on Spark (formerly Koalas) helps ML feature engineering by:
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Short Explanation and Infographic
pandas-like API, Spark execution — scale without rewriting everything to RDD primitives.
Full explanation below image
Full Explanation
API familiarity with distributed execution.