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中文
English
Machine Learning (ML) is a branch of artificial intelligence that studies algorithms able to learn autonomously, directly from the input data. Over the last decade, ML techniques have made a huge leap forward. Many investigations indicate ML as one the main enablers to evolve a traditional manufacturing system up to the Industry 4.0 level. Nevertheless, industrial applications are still few and limited to a small cluster of international companies. This training is intending to clarify the real potentialities of ML applied to quality management, one of the most important domain in the operation management. To this aim, classify different learning mechanisms and explain the basic functions of neural networks, several ML applications will be comprehensive reviewed, which could facilitate the orientation of practioners in this field.
机器学习是人工智能的一个分支，研究能够直接从输入数据中自主学习的算法。在过去的十年里，机器学习技术已经取得了巨大的飞跃。许多调查表明，机器学习是将传统制造系统发展到工业4.0水平的主要推动因素之一。然而，目前机器学习的工业应用仍然很少，而且只限于一小部分国际公司。本次培训旨在阐明机器学习应用于质量管理的真正潜力，这是运营管理中最重要的领域之一。通过对不同的学习机制进行分类，并解释神经网络的基本功能，全面分析机器学习的应用案例，促进这个领域的从业人员的定位发展。
课程大纲
- 机器学习的发展
- 机器学习机制的类别
- 质量管理中的机器学习方法
- 机器学习的应用案例分析
Agenda
Presentation | 课程讲解
Speakers
Dr. Shun Yang
执行院长 at KIT中国研究院Dr.-Ing. YANG Shun is executive director of Karlsruhe Institute of Technology (KIT) China Branch, senior research associate at wbk Institute of Production Science, senior project engineering and trainer at Global Advanced Manufacturing Institute (GAMI). He concentrates on the Sino-German collaboration in the field of research, education and innovation. He has managed many key research projects such as Sino-German 2+2 Projects over the years. He has variety experience and solid expertise in global production strategy and smart automation.
杨顺博士（Dr.-Ing.）是德国卡尔斯鲁厄理工学院（KIT）中国研究院的执行院长，KIT机械工程专业博士，生产科学研究所（wbk）的高级研究员，全球先进制造研究所（GAMI）的资深项目顾问和专业讲师，致力于中德两国在全球化生产领域的科学及项目研究、教育与创新合作，近十年来主导了多项德国重点基础研究与应用协作项目，在全球化生产战略、供应网络管理、智能自动化等领域，拥有多年国内外工作经验和专业知识。
Q&A Session | 问答环节
Speakers
Dr. Shun Yang
执行院长 at KIT中国研究院Dr.-Ing. YANG Shun is executive director of Karlsruhe Institute of Technology (KIT) China Branch, senior research associate at wbk Institute of Production Science, senior project engineering and trainer at Global Advanced Manufacturing Institute (GAMI). He concentrates on the Sino-German collaboration in the field of research, education and innovation. He has managed many key research projects such as Sino-German 2+2 Projects over the years. He has variety experience and solid expertise in global production strategy and smart automation.
杨顺博士（Dr.-Ing.）是德国卡尔斯鲁厄理工学院（KIT）中国研究院的执行院长，KIT机械工程专业博士，生产科学研究所（wbk）的高级研究员，全球先进制造研究所（GAMI）的资深项目顾问和专业讲师，致力于中德两国在全球化生产领域的科学及项目研究、教育与创新合作，近十年来主导了多项德国重点基础研究与应用协作项目，在全球化生产战略、供应网络管理、智能自动化等领域，拥有多年国内外工作经验和专业知识。
Speakers
Dr. Shun
Yang
执行院长 at KIT中国研究院
Dr.-Ing. YANG Shun is executive director of Karlsruhe Institute of Technology (KIT) China Branch, senior research associate at wbk Institute of Production Science, senior project engineering and trainer at Global Advanced Manufacturing Institute (GAMI). He concentrates on the Sino-German collaboration in the field of research, education and innovation. He has managed many key research projects such as Sino-German 2+2 Projects over the years. He has variety experience and solid expertise in global production strategy and smart automation.
杨顺博士（Dr.-Ing.）是德国卡尔斯鲁厄理工学院（KIT）中国研究院的执行院长，KIT机械工程专业博士，生产科学研究所（wbk）的高级研究员，全球先进制造研究所（GAMI）的资深项目顾问和专业讲师，致力于中德两国在全球化生产领域的科学及项目研究、教育与创新合作，近十年来主导了多项德国重点基础研究与应用协作项目，在全球化生产战略、供应网络管理、智能自动化等领域，拥有多年国内外工作经验和专业知识。
