形状、对称性与结构：数学在机器学习研究中的角色变迁
形状、对称性与结构：数学在机器学习研究中的角色变迁
英文原标题: Shape, Symmetries, and Structure: The Changing Role of Mathematics in Machine Learning Research
过去十年机器学习研究范式发生转变：精心设计的数学架构仅带来边际改进，而依赖大规模计算和工程驱动的方法正成为主流。
Original Article
What is the Role of Mathematics in Modern Machine Learning?The past decade has witnessed a shift in how progress is made in machine learning. Research involving carefully designed and mathematically principled architectures result in only marginal improvements while compute-intensive and engineering-first efforts that scale to ever larger training sets