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Marysia Winkels

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Help! There Are Humans in My Data!PyData Amsterdam 20252025-09-24
Fieldwork shows concrete costs: 350 hours of shadowing police, police systems with 685 incident codes, downstream use in predictive policing, and the Titanic…
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The Data That Shapes Foundational LLMsPyData Global 20242024-12-03
Explains concrete pipelines: HTML parsing, deduplication and ngram coverage filtering, and modelbased filters such as FastText to surface higherquality web…
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Data Storytelling through VisualizationPyData Eindhoven 20222022-12-01
Demonstrates that specific design choices — chart type, axis limits, color, title and annotations — change conclusions; uses Anscombe and same stats different…
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Data Storytelling through VisualizationPyData Global 20222022-12-01
Argues that visualization must move from analysis to action and demonstrates concrete choices that change conclusions: used basic matplotlib and mentions…
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Data-Centric AI Cookbook-let's prep that dataPyData Global 20222022-12-01
Shows that tiny concrete fixes beat vague promises: a penguin dataset of ~5000 images contains unit errors (cm vs mm) that break models, imputing missing…
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Models Schm-odels: Why you Should Care about Data-Centric AIPyData London 20222022-06-17
Claim: iterating on data beats fiddling with models for practical gains. Concrete actions include cleaning noisy labels, rebalancing train and validation…
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(Serious) Time for Time SeriesPyCon DE & PyData Berlin 20222022-04-11
Shows hands‑on work with an air‑quality dataset (California, 2007–2017) using Jupyter notebooks and Pandas to parse timestamps, resample, and compute rolling…
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(Serious) Time for Time SeriesPyCon US 20212021-05-14
Uses Pandas to parse timestamps (pd.to_datetime), set the datetime index and resample hourly/monthly/daily, create lag features with shift, and smooth with a…
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