Mechanical & Industrial Engrg 597MA - ST- Intelligent Manufacturing

Fall
2019
01
3.00
Xian Du
M W 4:00PM 5:15PM
UMass Amherst
30052
Engineering Laboratory rm 306
xiandu@umass.edu
35419
Innovation in materials, IT, manufacturing and intelligent techniques is propelling the revolution of manufacturing industry. The integration of the innovative materials and artificial intelligent (AI) and sensing techniques in manufacturing processes, called Industry 4.0, is bringing lower cost and higher quality products to our life and changing our life. Hence this course is designed for students to know the theoretical underpinnings of the various intelligent techniques used in manufacturing, including supervised learning (parametric/non-parametric algorithms, support vector machines, kernels, neural networks) and unsupervised learning (clustering, dimensionality reduction, recommender systems, deep learning), gain the practical know-how needed to quickly and powerfully program and apply these techniques to data and solve new manufacturing problems from numerous case studies, individual and team projects, and review some of best practices of intelligent techniques in broad areas including robotics, text recognition, computer vision, image processing, and medical informatics.
UG M&I-ENG 124,273,375 MATH235 Statistics, vector, manufacturing
Basic Matlab or Python programming
Permission is required for interchange registration during the add/drop period only.