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Thomas J Fan

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Pushing Cython to its Limits in Scikit-learnPyData NYC 20242024-11-06
scikit-learn shows exactly what was built and what worked: Cython + C++ stdlib + OpenMP for parallelism, Tempita code generation, and fused types produce…
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Scikit-learn on GPUs with Array APIPyData NYC 20232023-11-01
Scikit-learn 1.3 runs a subset of estimators on accelerators by dispatching array operations to CuPy and PyTorch via the Array API standard, yielding…
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Parallelism in Numerical Python LibrariesPyData NYC 20222022-11-09
Shows which libraries actually parallelize (NumPy linear algebra vs elementwise ops), links NumPy to BLAS/MKL/OpenBLAS, and demonstrates threadpoolctl and…
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Do You Want To Build A Forest?PyData Austin 20192019-12-07
Shows concrete claims and working code: scikit-learn adds histogram gradient boosting (binning avoids sorts, compiled with OpenMP/Cython), matches other fast…
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Deep Dive into scikit-learn's HistGradientBoosting Classifier..PyData New York City 20192019-11-04
scikit-learn implements histogram GBDT that claims comparable accuracy and training time to XGBoost CatBoost and LightGBM on large problems by using histogram…
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Skorch - A Union of Scikit-learn and PyTorchPyData DC 20182018-11-16
A scikit‑learn–compatible wrapper called skorch actually hides the training loop and exposes fit / partial_fit / set_params so neural nets plug into pipelines…
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