Rougier: ReScience #ICML2018 #ReproducibleML
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Rougier: There's a famous paper "Growth in a Time of Debt" that had an error in the Excel analysis... but has shaped economic policy (like austerity in Greece)
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Rougier: There's a lot of barriers to open science right now: paywalled articles, people decrying "methodological terrorism" or "research parasites"
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Rougier: Reproducible/open science helps avoid so many familiar problems: the post-doc that leaves the lab, wasting time rebuilding models that already exist and just haven't been shared, code that won't compile
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Rougier: Traditional scientific publishers aren't interested in publishing replications (especially successful ones). So we founded the ReScience journal.
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Rougier: We're a normal academic journal... except we don't have money, we host our papers on GitHub, and every paper had to be a re-implimentation of an existing paper.
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Rougier: We do require that replications are done in free, open-source languages. Python, R, Julia = Yes! Matlab = Nope
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Rougier: The author is responsible for the type setting (Markdown to LaTeX to PDF)
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Rougier: We're also planning to launch a journal that does the same thing froe science, ReScienceX (January 2019)
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Rougier: You can learn more (& submit!) here: https://rescience.github.io/
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Tagging @NPRougier @ReScienceEds! 
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