Most research efforts in machine learning focus on performance and are detached from an explanation of the behaviour of the model. We call for going back to basics of machine learning methods, with more focus on the development of a basic understanding grounded in statistical theory.

中文翻译：

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回到基础打开黑匣子

机器学习领域的大多数研究工作都集中在性能上，而不是对模型行为的解释。我们呼吁回归机器学习方法的基础知识，更多地关注基于统计理论的基本理解的发展。