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Kevin Lemagnen

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Maintainable code in data sciencePyData London 20192019-07-12
Notebooks refactor into a testable Python package that builds a full pipeline: custom preprocessing classes that memorize state, a ColumnTransformer + Pipeline…
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Adv. Software Testing for Data ScientistsPyData London 20192019-07-12
Workshop demonstrates concrete practices: use pytest for low-boilerplate unit tests, numpy/pandas-specific assertions like pandas.assert_frame_equal…
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Open the Black Box: an Introduction to Model Interpretability with LIME and SHAPPyData NYC 20182018-10-11
Workshop demonstrates concrete claims and code: uses Eli5 for white‑box weights, LIME for local, model‑agnostic approximations, and SHAP (tree explainer) for…
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