生成式AI赋能机器学习课程改革研究

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中图分类号：G434；TP181 文献标识码：A文章编号：1006-8228（2025）11-83-05

Abstract：Asaorecarrerforcultivatingartifiialintellgencetalentsmachneleaingcoursesarefacingsystematichallgs includingteachingontentlaggingbeindtecnologicaliterations，severeomogenzationofpracticalprojects，andlackofpractice incuting-edgetechnologies.Toaddresstheseisues，thisstudyproposesateachingempowermentframeworkbasedongenerative AItechnologyIteconstructsteachingcontentbydynamicallgeneratingindustrycasesandinteractivevisualizationmaterias，and inovatesthepracticalproectsystemthroughacosed-ooprossof"Agenratio-manualverification-criticalevisioiteative optimization".Theframeworkfocusesonsolvingthreecoreproblems：insuficienttimelinessofcoursecontent，severe homogenizationofprojects，ndlackofpracticeincuting-edgetechnologies.Itprovidesastandardizedimplementationpathfor teachingreformwithcost-efectiveness，ultimatelypromotingtheadaptationofthemachinelearningcoursesystemtothe technological developmentand talent cultivation demand in the AI 2.0 era.

Keywords：Machine Learning Courses;Generative AI; Curriculum Reform； Teaching Empowerment

0引言

生成式人工智能（生成式AI，GenerativeAI）指的是以大型语言模型（LargeLanguage Model，LLM）为核心，具备跨模态内容生成与语义理解能力的技术]。（剩余5127字）