k-means算法中思政案例的设计探索  

Design of Ideological and Political Education Cases in K-means Algorithm

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作  者:彭小利[1] 龚远林 熊兴中 PENG Xiaoli;GONG Yuanlin;XIONG Xingzhong(Sichuan University of Arts and Science,School of Artificial Intelligence and Big Data,,Da-zhou Sichuan 635000;Sichuan University of Arts and Science,School office,Da-zhou Sichuan 635000;Dazhou Vocational and Technical College,School of Smart Medical Technology,Dazhou Si-chuan 635000,China)

机构地区:[1]四川文理学院人工智能与大数据学院,四川达州635000 [2]四川文理学院办公室,四川达州635000 [3]达州职业技术学院智慧医技学院,四川达州635000

出  处:《四川文理学院学报》2025年第2期142-146,共5页Sichuan University of Arts and Science Journal

基  金:四川省高等教育人才培养质量和教学改革项目(JG2024-1125、JG2024-1129);四川省教育厅项目(GZJG2022-184);四川文理学院高层次人才科研启动项目(2024GCC08Z);智能光电系统感知及应用四川省高校重点实验室项目。

摘  要:以k-means算法为例,提出了以历史数据培养家国情怀、结合优秀传统文化增强文化自信、通过真实案例培养问题解决能力、利用榜样引导学生见贤思齐以及通过案例代码实践培养科学精神的教学方法.通过问卷调查的方式,对课程思政教学效果进行了评估,结果显示超过90%的学生对教师的教学和思政案例的融入高度认可,且有助于更好地理解和掌握专业知识.提出了具体的教学方法和实践策略,为数据挖掘课程的思政教学改革提供了有益的参考和借鉴.通过深入挖掘和整合思政元素,可以进一步完善数据挖掘课程的思政教学特色,培养出既有专业素养又有思政素养的优秀人才.Taking the K-means algorithm as an example,this study proposes teaching methods that cultivate patriotism and national identity through historical data analysis,enhance cultural confidence by integrating excellent traditional culture,develop problem-solving skills through real cases,guide students to emulate role models through exemplary figures,and foster scientific spirit throughb hands-on coding practice.Using questionnaire survey,the effectiveness of ideological and political education integration in the course was evaluated.Results indicate that over 90%of students highly recognized the teacher's instructional approaches and the incorporation of ideological cases,which also facilitated better understanding and mastery of professional knowledge.Concrete teaching methodologies and practical strategies are proposed,providing valuable references for the reform of ideological and political education in data mining courses.The distinctive features of ideological education in data mining courses can be further improved,cultivatingoutstanding talents with both professional and ideological literacy.

关 键 词:K-MEANS算法 课程思政 数据挖掘 快递派送 

分 类 号:G642.0[文化科学—高等教育学]

 

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