The ubiquitous use of sensors and connected devices leads to a tremendous increase in collected data. Data analytics in production is the use of big data analytics and machine learning methods to ensure quality, to increase performance, and to reduce cost. This training combines theoretical knowledge and hands-on practices to show the potential of data analytics in production. Participating in this training helps you to understand and drive integration of appropriate methods on your way to a smart factory.
传感器和连接设备的普遍使用导致收集的数据量大幅增加。生产中的数据分析使用大数据分析 与机器学习方法来确保质量、提高性能并降低成本。本次培训结合了理论知识和动手实践,展 示数据分析在生产中的潜力。参加此培训可帮助您在通往智能工厂的道路上了解并集成适当的 方法。
This meeting was developed for engineers who want to develop their data understanding and drive digitalization.
本次会议面向生产领域的工程师和数据分析师。
大纲 Outline:
Introduction of Data Analytics & Machine Learning 数据分析/机器学习介绍
a) General Introduction 基本概念介绍
b) Standard CRISP-DM process model CRISP-DM 数据挖掘标准流程
c) Examples for analysis & implementation 案例分析和演练
Machine Learning AlgorithmsCase study 机器学习算法
a) Supervised learning (e.g. Artificial Neural Networks) 监督学习(例如人工神经网络)
b) Unsupervised learning (e.g. Support Vector Machines) 无监督学习(例如支持向量机)
c) Reinforcement learning (e.g. Q-Learning) 强化学习(例如 Q-学习)
Data analysis platform & tools 数据分析平台&工具应用
a) Knime Knime 案例
b) Python Python 案例
c) TensorFlow and Keras TensorFlow / Keras 案例
Introduction of Industry implementation examples 工业应用案例介绍
Guided practice on chosen use cases 针对所选案例的指导性实践
Payment:
1. Bank transfer:
RMB Bank Account
A/C Name: 中国欧盟商会
A/C No.: 7110210182500027543
China CITIC Bank 中信银行京城大厦支行
Capital Mansion Sub Branch
No. 6, Xinyuan Nan Road
Chaoyang District, 100004 Beijing
北京市朝阳区新源南路6号京城大厦
S.W.I.F.T. Code: CIBKCNBJ100
2. Pay onsite through cash or Wechat.
Terms & Conditions:
This event has limited seating and requires registration and payment in advance. No walk-ins accepted.
Cancellation Policy:
If you cannot attend this training, please cancel your registration at least 3-working days before. If you fail to notify us of your cancellation in a timely fashion, you will be charged for event costs.
To cancel, please contact Ms. Annie Zhou at azhou@europeanchamber.com.cn.
Disclaimer免责声明:
Participants must maintain proper social distancing norms and abide by the Nanjing Municipal Government ’s Epidemic Prevention and Control Rules. If you do not follow the relevant regulations, the European Union Chamber of Commerce in China accepts no responsibility for any of your physical discomfort caused during and after the event. Thank you for your cooperation.
参与活动时,参会人应与他人保持适当距离(防疫考虑)并遵守南京市政府颁布的疫情预防控制要求(例如佩戴口罩等)。如您违反要求,中国欧盟商会对于您在活动中或者活动后的身体不适,不承担任何责任。 感谢您的理解和配合。