The development of state-owned colleges and universities has a long history and profound foundation, which has more political tasks in the field of higher education in China; national development cannot be separated from the next generation of education. The purpose of this paper is to analyze the effectiveness and advantages of using machine learning algorithm in the efficient management model of national higher education institutions; by comparing the effect of university management mode and teaching facility environment under different environments; compare the teaching management quality and coupling analysis under different algorithms; the results are statistically significant; through the research, it is found that the algorithm of machine learning has a positive impact on the data processing and auxiliary management mode based on the degree of anthropomorphic simulation, it can effectively improve the level and quality of education management in Colleges and universities and enhance students’ learning motivation and ideological value; conform to the development concept of social sustainable development; it has research value and positive significance for the future management of educational colleges and universities.

中文翻译：

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基于机器学习算法的全国高校高校管理模式分析

国有高校的发展历史悠久，基础深厚，在我国高等教育领域具有较多的政治任务；国家发展离不开下一代教育。本文旨在分析使用机器学习算法在全国高校高效管理模式中的有效性和优势；通过比较不同环境下大学管理模式和教学设施环境的效果；比较不同算法下的教学管理质量和耦合分析；结果具有统计学意义；通过研究，研究发现，机器学习算法对基于拟人化程度的数据处理和辅助管理模式有积极影响，可以有效提高高校教育管理水平和质量，增强学生学习积极性。和意识形态价值；符合社会可持续发展的发展理念；对今后教育院校的管理具有研究价值和积极意义。