科教导刊2024,Issue(31) :99-101.DOI:10.16400/j.cnki.kjdk.2024.31.033

新工科背景下机器学习课程教学改革探索——以"学习器性能评估"为例

Innovative Exploration of Machine Learning Course Teaching Methods under Background of New Engineering——Taking"Learner Performance Evaluation"as an Example

刘田禾
科教导刊2024,Issue(31) :99-101.DOI:10.16400/j.cnki.kjdk.2024.31.033

新工科背景下机器学习课程教学改革探索——以"学习器性能评估"为例

Innovative Exploration of Machine Learning Course Teaching Methods under Background of New Engineering——Taking"Learner Performance Evaluation"as an Example

刘田禾1
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作者信息

  • 1. 大连海事大学船舶电气工程学院 辽宁 大连 116000
  • 折叠

摘要

在新工科建设背景下,各高校都在积极探索符合新工科人才培养需求的教学模式.文章以大连海事大学物联网工程专业机器学习课程教学中的"学习器性能评估"章节为例,对课程的教学内容、教学过程和考核方法等教学环节进行了探讨,提出了"教学内容层次化"+"教学过程场景化"+"考核体系多元化"的改革方案.通过改革课程教学方法,提高学生对知识的掌握能力、对实际问题的解决能力以及创新意识,从而适应新工科对人才培养的新要求.

Abstract

Under the background of New Engineering development,universities are actively exploring teaching models that meet the needs of New Engineering talent cultivation.Taking the"Learning Machine Performance Evaluation"in the Machine Learning course of the Internet of Things Engineering major at Dalian Maritime University as an example,this article discusses various teaching aspects such as course content,teaching process,and proposes a reform plan that combines"hierarchical teaching content","scenario-based teaching process",and"diversified assessment system".Through reforming the teaching methods of the course,students'ability to grasp knowledge,solve practical problems,and innovate is enhanced,thus adapting to the new requirements of New Engineering for talent cultivation.

关键词

新工科/机器学习/课程教学设计

Key words

new engineering/machine learning/course instructional design

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出版年

2024
科教导刊
湖北省科学技术协会

科教导刊

影响因子:0.225
ISSN:1674-6813
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