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Kevin Kho

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titleconferencedate
Speed is Not All You Need for Data ProcessingPyCon US 20242024-05-15
Benchmarks compare Pandas, Polars, DuckDB, Spark and Dask across sizes and show context matters: synthetic TPCH/H2O numbers report DuckDB 80x improvement but…
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Comparing the Different Ways to Scale Python and Pandas CodePyCon US 20222022-04-27
Fugue provides a concrete bridge: the transform() function runs a single Python/Pandas function on Pandas Spark or Dask by swapping an engine, and a benchmark…
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Scaling Machine Learning Workflows to Big Data with FugueKubeCon + CloudNativeCon North America 20212021-10-11
Fugue lets native Python/Pandas logic run unchanged on Spark or Dask by translating a few calls into engine operations; demos convert a row-wise concat and a…
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Large Scale Data Validation (with Spark and Dask)PyCon US 20212021-05-14
Compares Great Expectations (pandas + Spark) and Pandera (pandas only), shows tradeoffs: Great Expectations gives data docs and detailed failure output and…
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