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面向实践创新能力培养的机器学习教学改革研究

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该文分析了当前机器学习课程教学的现状,提出面向实践创新能力培养的教学改革方案;明确以学生为中心的教学理念,设计培养学生人工智能技术基础和视野的教学内容;重点培养学生在机器学习方向的实践创新能力,包括提高其数据分析问题抽象与建模能力、算法编程和结果分析能力,拓展其人工智能视野,培养其终身学习理念。教学实践证明:该方案较好地达到了预期目标,对提高计算机专业的人才培养质量有积极推动作用。
Machine Learning Teaching Reform for Cultivating Practice and Innovation Abilities
Based on the analysis of the current situation of machine learning course,the paper propose a reform program of machine learning for cultivating students'practice and innovation abilities.The program clarifies the student-centered teaching concept,and designs teaching contents that cultivate students'foundation and perspective of Artificial Intelligence technology.It focuses on cultivating students'practice and innovation abilities in the field of machine learning,including improving their abilities to abstract and model data analysis problems,to program algorithms and analyze result,expanding their perspectives on Artificial Intelligence,and cultivating their lifelong-learning concepts.Teaching practice has proven that this program has achieved the expected goals well and could improve talents'quality cultivated in the computer major.

Machine learningPractical innovation abilitiesArtificial intelligence technologyPerspectiveOBEBloom's Taxonomy

孙晋永、刘斯韵、庞程、雷晓春、孙志刚

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桂林电子科技大学 计算机与信息安全学院,广西桂林 541004

广西师范大学 计算机科学与工程学院,广西桂林 541004

机器学习 实践创新能力 人工智能技术 视野 OBE Bloom分类法

2023年广西高等教育本科教学改革工程项目2023年国产软件进课堂教学改革项目2021年桂林电子科技大学教育教学改革项目

2023JGB192JGLX-CSIA-HW-20241084JGC202102

2024

创新创业理论研究与实践

创新创业理论研究与实践

ISSN:
年,卷(期):2024.7(12)
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