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Amanda Casari

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Keynote – Amanda CasariPyCon US 20262026-05-13
Conference keynote lists concrete data and outcomes: Google Summer of Code supports over 1,100 contributors paired with 2,000 mentors and org admins from 183…
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Thar Be Dragons - Ethical, Legal, and Policy Challenges when Measuring Open SourcePyCon AU 20232023-08-18
Concrete claims and tools cut through high-level warnings: a pilot called Project Ocean attempts an ecosystems-scale map, researchers report an IRB gap for…
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Remember When We Broke the Internet?Strange Loop 20222022-09-22
A sequence of concrete incidents shows how open source behaves as a socio-technical system: the Morris worm infects ~10% of the global Internet, Heartbleed…
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Black Swan Events in Open Source: That time...RubyConf 20212021-11-08
Chronicle of three concrete failures: the Morris worm infects ~10% of the Internet in 1988 and forces a security pivot; Heartbleed in OpenSSL exposes 66% of…
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Making OSS Machine Learning communities more diverseWomen in Machine Learning Symposium 20212021-10-19
Argues that counting only repo commits and platform metadata produces a biased picture, cites research showing surveys and pull‑request metrics exclude…
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Preventing Random Acts of MetricsFOSS Backstage 20212021-02-10
Google's Project Ocean applies a five-step metric process — objectives, observable aspects, baselines, desired trends, signal phenomena — and warns of…
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The Missing Step in Moving from Data to ModelsQCon São Paulo 20182018-05-09
Argues that the real leverage sits in feature engineering not newer models and shows concrete transforms that let older models work with less data while…
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Scaling Data Science Products, Not Data Science TeamsMLconf 2016 Seattle2016-05-20
Concur scales products into new countries without hiring more data scientists by shipping a single codebase with configurable features to segregated data…
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