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Aileen Nielsen

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Open Source FairnessPyData Global 20202020-11-11
Shows concrete failures and concrete fixes: algorithms using proxy variables like healthcare spending reproduce racial gaps (Science study) and…
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Understanding the Machine Learning Behind Common iOS Use Casestry! Swift NYC 20182018-09-04
-- no description --
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Be good (and don't be evil): how to audit your work for fairness and inclusionPyData London 20182018-04-26
Walks through concrete audits: case studies (Latanya Sweeney ads, COMPAS risk scores), legal pressure in the EU and US, and hands‑on fixes that actually change…
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Pythonic Polling Analysis and Comments on 2016's Polling SurprisesPyData London 20172017-05-05
Claims that 2016 polls were catastrophically wrong give way to specifics: national aggregates mostly track the result while state-by-state estimates miss…
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Irregular time series and how to whip themPyData London 20162016-05-06
Irregular series get concrete answers: use Lomb-Scargle periodogram (no imputation) to recover periods like RR Lyrae and the 11‑year sunspot cycle, prefer…
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NoSQL Python: making data frames work for you in a non-rectangular worldPyData Amsterdam 20162016-03-12
Shows concrete techniques: use json_normalize and ijson to parse nested JSON and ragged CSV fields, subclass list-like column objects and swap class methods to…
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