<title>meta on Kyle Roth</title>

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<lastBuildDate>Thu, 13 Aug 2020 10:36:05 -0700</lastBuildDate>

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<title>Troubling trends in machine learning scholarship</title>

<link>https://kylrth.com/paper/troubling-trends-in-ml/</link>

<pubDate>Thu, 13 Aug 2020 10:36:05 -0700</pubDate>

<guid>https://kylrth.com/paper/troubling-trends-in-ml/</guid>

<description>The authors discuss four trends in AI research that have negative consequences for the community. problems explanation vs. speculation It&rsquo;s important to allow researchers to include speculation, because speculation is what allows ideas to form. But the paper has to carefully couch speculation inside a &ldquo;Motivations&rdquo; section or other verbage to ensure the reader understands its place. It&rsquo;s extremely important to define concepts before using them. Terms like internal covariate shift or coverage sound like definitions without actually being such.</description>

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