Have you ever written the perfect data analysis? Has it still ran unchanged 6 months later? Can your colleagues run it without you? Just because your analysis is executable, it doesn’t mean the results are reproducible. Data ages. Libraries change. Machines differ. Servers go down. Bits rot. Entropy is inescapable. We can learn how to engineer reproducibility by drawing on techniques from functional programming and the MLOps movement.
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Speaker
Robin Gower
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Freelance data scientist
Robin is freelance data scientist, software engineer and economic analyst. He helps teams build products that let people take decisions with data. When he's not deleting notebooks, Robin can be found digging in the garden or down in the cellar brewing ale. robingower.com
Bio from: PyData Berlin 2025 November Meetup
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