Machine Learning and Data Analytics in
Industrial Production (Course Outline)
 
|
Introduction to
Machine Learning and Data Analytics in Industrial Production |
|
Data
Preprocessing and Feature Engineering |
|
Unsupervised
Learning for Industrial Production |
|
Supervised
Learning for Industrial Production (Part 1) |
|
Supervised
Learning for Industrial Production (Part 2) |
|
Deep Learning
for Industrial Production (Part 1) |
|
Deep Learning
for Industrial Production (Part 2) |
|
Model
Evaluation and Selection |
|
Reinforcement
Learning for Industrial Production |
|
Explainable AI
for Industrial Production |
|
Real-time Data
Analytics for Industrial Production |
|
Edge and Fog
Computing for Industrial Production |
|
Industrial
Internet of Things (IIoT) and Predictive
Maintenance |
|
Future Trends
in Industrial Production and AI |