Course details
Data mining techniques are increasingly important for data-intensive manufacturing operations as the industry faces a number of challenges such as equipment and material condition variations, trial-and-error in process parameter setting, product quality inconsistencies, low capability of root cause discovery, process performance prediction and process parameters/recipe auto tuning. By applying data mining techniques, a company can improve its product quality and manufacturing productivity,
This WSQ course aims to provide a good understanding of the fundamentals of data analytics and data mining techniques for different manufacturing applications. Participants will learn techniques for advanced clustering methods for product quality management, correlation modelling, and data pattern methods for root cause analyses and neural networks for process performance prediction.
Why This Course
- Designed specifically based on local industry demand
- Highly practical and intensive
- Latest knowledge and up-to-date technology
- Case studies highlighting industrial application
- Expert trainers in the field with industrial experience
What You Will Learn
- Product Quality Management by Advanced Clustering Methods
- Process Correlation Modelling and Data Pattern Analyses through Statistical Methods
- Process Performance Prediction Using Neural Networks
Course Location
About Singapore Institute of Manufacturing Technology
SIMTech’s Knowledge Transfer Office (KTO) has been established to provide unique technology and case study-based training for manufacturing specialists, engineers, managers, as well as other industry professionals and executives. All our training courses, conducted in close collaboration with the Singapore Workforce Development Agency (WDA), draw extensively on our in-house cutting-edge manufacturing knowledge, established through years of industrial collaborations, industry experience and research, backed by state-of-the art manufacturing facilities. In recognition of our outstanding contribution to the development and expansion of the Singapore’s Workforce Skills Qualifications (WSQ) system, the WDA has awarded SIMTech with the WSQ Distinguished Partner Accolade.
See all Singapore Institute of Manufacturing Technology courses