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