Description:
Course Description: Machine Learning can be deployed in manufacturing to significantly increase production efficiency and capacity. In this course, step-by-step tutorials on how to apply machine learning to analyze manufacturing data are presented. Students will learn how to create artificial intelligence solutions for manufacturing analytics.
Prerequisites: None
Learning Outcome:
– Explain the benefits of machine learning in manufacturing
– Describe the common operations in developing machine learning applications
– Apply machine learning for manufacturing analytics
| Module |
Topic & Readings |
| Module 1 |
Smart Manufacturing
Artificial Intelligence
Applications, Benefits, and Challenges |
| Module 2 |
Vehicle MPG Prediction
Load and Process Manufacturing Data
Work on Linear Regression Models |
| Module 3 |
Used Car Price Prediction
Compare Various Regression Models
Perform Feature Selection on Manufacturing Data |
| Module 4 |
Quality Inspection of Casting Products
Build, Train, and evaluate a CNN Model
Augment Dataset |
Faculty Name: Xiumin Diao