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This report documents ideas for improving the field of machine learning,which arose from discussions at the ML Retrospectives workshop at NeurIPS 2019.The goal of the report is to disseminate these ideas more broadly, and in turnencourage continuing discussion about how the field could improve along theseaxes. We focus on topics that were most discussed at the workshop: incentivesfor encouraging alternate forms of scholarship, re-structuring the reviewprocess, participation from academia and industry, and how we might bettertrain computer scientists as scientists. Videos from the workshop can beaccessed athttps://slideslive.com/neurips/west-114-115-retrospectives-a-venue-for-selfreflection-in-ml-research

Ideas for Improving the Field of Machine Learning: Summarizing Discussion from the NeurIPS 2019 Retrospectives Workshop