Optional workshop by Leo H. Chiang, Dow; R. Bhushan Gopaluni, Univ British Columbia; and Ali Mesbah, Univ California Berkeley:
- Introduction
- Data Visualization
- Data preprocessing
- Classical & Modern Machine Learning Tools
- Regression, Classification, Dimensionality Reduction, Clustering
- Introduction to Deep & Reinforcement Learning
- Machine Learning Workflow & Validation
- Applications
- Process modeling & monitoring
- Control & Optimization
- Fault Detection/Diagnosis & Predictive Analytics
- Practitioner experience
- What are good data? How good is good enough? Industrial tips and tricks of the trade
- Use case studies